<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Superintelligence]]></title><description><![CDATA[Latest in AI Research and Industry]]></description><link>https://www.superintelligencenewsletter.com</link><image><url>https://substackcdn.com/image/fetch/$s_!hbTj!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45b6f6fb-c46f-4c6b-af0a-5a3cc02ef5a7_413x413.png</url><title>Superintelligence</title><link>https://www.superintelligencenewsletter.com</link></image><generator>Substack</generator><lastBuildDate>Wed, 08 Apr 2026 10:44:10 GMT</lastBuildDate><atom:link href="https://www.superintelligencenewsletter.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Superintelligence News]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[superintelligence@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[superintelligence@substack.com]]></itunes:email><itunes:name><![CDATA[SuperIntelligence]]></itunes:name></itunes:owner><itunes:author><![CDATA[SuperIntelligence]]></itunes:author><googleplay:owner><![CDATA[superintelligence@substack.com]]></googleplay:owner><googleplay:email><![CDATA[superintelligence@substack.com]]></googleplay:email><googleplay:author><![CDATA[SuperIntelligence]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Is AI the Next Big Cybersecurity Risk?]]></title><description><![CDATA[6th April 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/is-ai-the-next-big-cybersecurity</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/is-ai-the-next-big-cybersecurity</guid><pubDate>Mon, 06 Apr 2026 04:30:54 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!td2g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>The week exposed how fragile AI ecosystems remain. A leaked Claude Code snapshot triggered mass GitHub takedowns, revealing how quickly open ecosystems, enforcement systems, and trust can spiral together.</p><p>At the same time, Google DeepMind&#8217;s Gemma 4 signals a shift toward powerful, open, on-device AI. Combined with agent breakthroughs, this marks a transition from centralized AI to distributed intelligence.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!td2g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!td2g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!td2g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!td2g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!td2g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!td2g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2633770d-9e3c-4b95-90c8-1fa3bd2fc2bf_1920x1080.png" width="1456" height="819" 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srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://techcrunch.com/2026/04/01/anthropic-took-down-thousands-of-github-repos-trying-to-yank-its-leaked-source-code-a-move-the-company-says-was-an-accident/">Anthropic&#8217;s GitHub Takedown Backfires</a> : </strong>Anthropic&#8217;s attempt to remove leaked Claude Code source files spiraled into a larger mess when about 8,100 GitHub repositories were hit, including legitimate forks, before the company reversed most takedowns.</p></li><li><p><strong><a href="https://techcrunch.com/2026/03/26/openai-abandons-yet-another-side-quest-chatgpts-erotic-mode/">OpenAI Pauses ChatGPT&#8217;s Erotic Mode</a> : </strong>OpenAI has reportedly shelved ChatGPT&#8217;s proposed erotic mode indefinitely after internal tension and external backlash, turning what began as an edgy product experiment into a reputational and governance headache.</p></li><li><p><strong><a href="https://www.theverge.com/tech/902048/apple-siri-ai-chatbot-update-ios-27">Apple May Let Siri Work With Multiple AI Chatbots</a> : </strong>Apple&#8217;s reported iOS 27 plan could let users plug Gemini, Claude, and other chatbots into Siri, signaling a shift from one-assistant loyalty toward a more open AI orchestration layer.</p></li><li><p><strong><a href="https://www.vanityfair.com/news/story/openai-new-model-superintelligence-policy-push?utm_source=chatgpt.com">OpenAI Prepares a Superintelligence Policy Push</a> : </strong>OpenAI is reportedly pairing a new model release with policy proposals about economic disruption and the &#8220;social contract,&#8221; suggesting it wants to shape not just AI products, but AI-era politics.</p></li><li><p><strong><a href="https://deepmind.google/models/gemma/gemma-4/">Gemma 4: Google&#8217;s Push for Open, On-Device A</a> : </strong>Google DeepMind&#8217;s Gemma 4 introduces powerful open models optimized for reasoning, coding, and real-world tasks while running efficiently on laptops and smartphones, expanding access to advanced AI.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://deepmind.google/models/gemma/gemma-4/">Gemma 4</a> : </strong>Google DeepMind&#8217;s Gemma 4 packs Gemini 3 research into open models built for agentic workflows, multimodal reasoning, 140 languages, and efficient local deployment across devices.</p></li><li><p><strong><a href="https://qwen.ai/blog?id=qwen3.6">Qwen 3.6</a> : </strong>Qwen 3.6 is pitched as a real-world agent upgrade, sharpening coding, tool use, memory, reasoning, and multimodal vision to handle more practical tasks reliably.</p></li><li><p><strong><a href="https://create.wan.video/generate/image/generate?model=wan2.7-pro">Wan 2.7 Image</a> : </strong>Wan 2.7 Image is a versatile creation engine for text-to-image, image editing, image sets, multi-reference generation, and high-resolution output, including 4K in Pro.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.anthropic.com/research/emotion-concepts-function">Emotion Concepts and their Function in a Large Language Model</a> : </strong>Anthropic found <strong>171 emotion concept vectors</strong> inside Claude Sonnet 4.5, and steering states like <strong>&#8220;desperation&#8221;</strong> measurably increased harmful behaviors, making interpretability newly relevant for alignment.</p></li><li><p><strong><a href="https://papers.ssrn.com/sol3/Delivery.cfm/6372438.pdf?abstractid=6372438&amp;mirid=1">AI Agent Traps</a> : </strong>Google DeepMind maps <strong>six attack categories</strong> for autonomous agents, with hidden prompt injections succeeding in <strong>up to 86%</strong> of scenarios and memory poisoning crossing <strong>80% success</strong> with <strong>&lt;0.1% contamination</strong>.</p></li><li><p><strong><a href="https://arxiv.org/html/2603.21489v1">Effective Strategies for Asynchronous Software Engineering Agents</a> : </strong>CMU&#8217;s <strong>CAID</strong> shows that well-coordinated coding agents beat solo ones, delivering <strong>26.7% absolute gains</strong> on paper reproduction and <strong>14.3%</strong> on Python library development tasks.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, 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src="https://www.youtube-nocookie.com/embed/FzvIuoIJCcU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><a href="https://www.theguardian.com/us-news/2026/mar/30/california-ai-regulations-trump">California safeguards</a>, India&#8217;s push to make <a href="https://www.reuters.com/technology/india-proposes-making-government-advisories-legally-binding-tech-giants-2026-03-30/">AI and deepfake advisories legally binding</a>, and a UNESCO backed <a href="https://www.unesco.org/en/articles/pioneering-report-thomson-reuters-foundation-and-unesco-sheds-light-way-3000-companies-approach-ai">3,000-company responsible AI report</a> showing only <strong>44%</strong> have an AI strategy and just <strong>10%</strong> publicly follow governance frameworks. </p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" 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loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:489933}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uacl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uacl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:606,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;A glimpse of the future : r/ProgrammerHumor&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A glimpse of the future : r/ProgrammerHumor" title="A glimpse of the future : r/ProgrammerHumor" srcset="https://substackcdn.com/image/fetch/$s_!uacl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png 424w, https://substackcdn.com/image/fetch/$s_!uacl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png 848w, https://substackcdn.com/image/fetch/$s_!uacl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png 1272w, https://substackcdn.com/image/fetch/$s_!uacl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff474cc36-ba5f-4757-836d-3dfcfc97ea5b_4800x4800.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Is Frontier AI Getting Too Expensive to Sustain?]]></title><description><![CDATA[30th March 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/is-frontier-ai-getting-too-expensive</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/is-frontier-ai-getting-too-expensive</guid><pubDate>Mon, 30 Mar 2026 05:02:28 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!WcXF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week captures a turning point where ambition collides with reality. Anthropic&#8217;s leaked Claude Mythos hints at powerful but risky capabilities, while OpenAI stepping back from Sora signals tightening priorities across frontier AI labs.</p><p>At the same time, breakthroughs across Meta, Mistral, and Google show rapid innovation continuing beneath the surface, even as cost, safety, and governance reshape how aggressively AI systems are deployed globally.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WcXF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WcXF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WcXF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png" width="1456" height="819" 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srcset="https://substackcdn.com/image/fetch/$s_!WcXF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!WcXF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74048221-3bc7-47d0-958c-7d33ea01156c_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://mashable.com/article/claude-mythos-ai-model-anthropic-leak">Anthropic&#8217;s Leaked Claude Mythos Sparks Fresh AI Safety Alarm</a> : </strong>A leaked draft revealed Anthropic&#8217;s unreleased Claude Mythos, described as its most powerful model yet, with unusually strong cybersecurity capabilities that raised concerns about misuse, safety, and deployment costs.</p></li><li><p><strong><a href="https://www.theverge.com/ai-artificial-intelligence/902368/openai-sora-dead-ai-video-generation-competition">Why OpenAI Pulled the Plug on Sora</a> : </strong>OpenAI reportedly scrapped Sora after heavy compute demands, fading user momentum, and fierce competition in AI video, showing how quickly expensive frontier products can lose strategic priority.</p></li><li><p><strong><a href="https://aidemos.atmeta.com/tribev2/">Meta&#8217;s TRIBE v2 Brings AI Closer to Modeling the Human Brain</a> : </strong>Meta&#8217;s TRIBE v2 predicts neural responses to sight, sound, and language, pushing brain-AI research forward with a model, paper, code, and interactive demo for neuroscience exploration.</p></li><li><p><strong><a href="https://sg.news.yahoo.com/china-putting-openclaw-robots-073319123.html">China&#8217;s Robot Push Gets an OpenClaw Boost Despite Security Warnings</a> : </strong>Chinese robotics and tech hubs are embracing OpenClaw-powered agents with subsidies and real-world deployments, even as regulators warn about privacy, security, and sensitive data risks.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://mistral.ai/news/voxtral-tts?id=VoxtralTTS">Voxtral TTS</a> : </strong>Mistral&#8217;s 4B-parameter Voxtral TTS supports 9 languages, adapts to a voice from as little as 3 seconds, delivers 70ms latency, and starts at $0.016 per 1K characters.</p></li><li><p><strong><a href="https://aistudio.google.com/apps/bundled/flash_lite_browser?id=Gemini3.1Flash-LiteBrowser&amp;showPreview=true&amp;showAssistant=true">Gemini 3.1 Flash-Lite Browser</a> : </strong>Google&#8217;s Flash-Lite Browser showcases Gemini 3.1 Flash-Lite, a preview model priced at $0.25 per 1M input tokens and $1.50 per 1M output tokens, built for fast, high-volume web generation.</p></li><li><p><strong><a href="https://lumalabs.ai/uni-1?id=Uni-1byLuma">Uni-1 by Luma</a> : </strong>Luma&#8217;s Uni-1 ranks first in human preference Elo for overall quality, style and editing, and reference-based generation, with 2048px image generation priced at about $0.0909 per image.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2603.05498">The Spike, the Sparse and the Sink</a> : </strong>LeCun&#8217;s team shows spikes and attention sinks are mostly a pre-norm artifact in Transformers, not a necessity, revealing fresh paths for compression, quantization, and KV-cache optimization. </p></li><li><p><strong><a href="https://arxiv.org/abs/2603.05218">KARL</a> : </strong>Databricks&#8217; KARL spans 6 search regimes and is Pareto-optimal against Claude 4.6 and GPT 5.2, hitting 59.6 on BrowseComp-Plus and 85.0 on TREC-Biogen. </p></li><li><p><strong><a href="https://arxiv.org/abs/2603.04257">Memex(RL)</a> : </strong>Memex(RL) gives agents indexed memory instead of lossy summaries, preserving full evidence externally while using smaller working context, improving long-horizon task success without brute-force context growth. </p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-soFWS8NBcSU" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;soFWS8NBcSU&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/soFWS8NBcSU?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><a href="https://www.theverge.com/ai-artificial-intelligence/901315/eu-ai-act-delays-ban-nudify-apps">EU lawmakers</a> backed a ban on harmful <a href="https://www.theverge.com/ai-artificial-intelligence/901315/eu-ai-act-delays-ban-nudify-apps">nudify apps</a>, Germany saw mass protests over <a href="https://www.reuters.com/business/media-telecom/german-deepfake-porn-case-sparks-protests-pressure-change-law-2026-03-26/">deepfake porn abuse</a>, and wider debate intensified over who should govern AI through corporate-made systems like <a href="https://www.newyorker.com/magazine/2026/03/30/does-ai-need-a-constitution">Claude&#8217;s &#8220;constitution&#8221;</a>.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" 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https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:485730}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1U2F!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1U2F!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 424w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 848w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 1272w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1U2F!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png" width="443" height="509.3282967032967" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1674,&quot;width&quot;:1456,&quot;resizeWidth&quot;:443,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Programming With An AI Assistant &#183; ProgrammerHumor.io&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Programming With An AI Assistant &#183; ProgrammerHumor.io" title="Programming With An AI Assistant &#183; ProgrammerHumor.io" srcset="https://substackcdn.com/image/fetch/$s_!1U2F!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 424w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 848w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 1272w, https://substackcdn.com/image/fetch/$s_!1U2F!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7814ba9-99dd-4a2b-bd57-7447fda5f75d_2000x2300.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 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data-attrs="{&quot;eventSlug&quot;:&quot;claude-mythos-released-by&quot;,&quot;marketSlug&quot;:&quot;&quot;,&quot;profileName&quot;:&quot;&quot;,&quot;belowTheFold&quot;:true,&quot;fullEmbedUrl&quot;:&quot;https://substack.com/embed/polymarket/claude-mythos-released-by?graphMode=true&quot;,&quot;isGraphMode&quot;:true}" data-component-name="PolymarketToDOM"></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Nvidia’s $1T Bet vs. Musk’s Terafab]]></title><description><![CDATA[23rd March 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/nvidias-1t-bet-vs-musks-terafab</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/nvidias-1t-bet-vs-musks-terafab</guid><pubDate>Mon, 23 Mar 2026 05:01:40 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!o60z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week, AI shifted from models to infrastructure. Nvidia&#8217;s trillion-dollar vision signals a future where compute becomes the core currency powering agents, robotics, and real-world intelligence.</p><p>At the same time, Musk&#8217;s entry into chip manufacturing confirms the stakes: control over compute defines power. Alongside this, agentic systems and developer tools are rapidly becoming production-ready realities.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!o60z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!o60z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!o60z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!o60z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!o60z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!o60z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1928765,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/191738009?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!o60z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!o60z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!o60z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!o60z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee044245-6545-4079-ac35-6e80f51dfb2e_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div 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srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://techcrunch.com/video/what-happened-at-nvidia-gtc-nemoclaw-robot-olaf-and-a-1-trillion-bet/">Nvidia GTC 2026: NemoClaw, Robot Olaf, and a $1 Trillion Bet</a> : </strong>At GTC 2026, Jensen Huang laid out Nvidia&#8217;s biggest ambition yet: as much as $1 trillion in AI chip sales through 2027, while positioning Nvidia as the backbone for AI training, autonomous systems, robotics, and even Disney-style interactive experiences.</p></li><li><p><strong><a href="https://techcrunch.com/2026/03/22/cursor-admits-its-new-coding-model-was-built-on-top-of-moonshot-ais-kimi/">Cursor Admits Its New Coding Model Was Built on Moonshot AI&#8217;s Kimi</a> : </strong>Cursor&#8217;s new Composer 2 was pitched as &#8220;frontier-level coding intelligence,&#8221; but the bigger story is what came next: it was built from Moonshot AI&#8217;s open-source Kimi 2.5 base. That matters because Cursor is reportedly above $2 billion in annualized revenue and was valued at $29.3 billion, making the transparency debate much bigger than a routine model update.</p></li><li><p><strong><a href="https://techcrunch.com/2026/03/22/elon-musk-unveils-chip-manufacturing-plans-for-spacex-and-tesla/">Elon Musk Unveils Chip Manufacturing Plans for SpaceX and Tesla</a> : </strong>Musk&#8217;s proposed &#8220;Terafab&#8221; is a classic moonshot: a joint Tesla-SpaceX chip factory near Austin aimed at producing enough chips for 100 to 200 gigawatts of computing power per year on Earth, plus an even bolder terawatt-scale vision in space. It is a striking sign of how seriously Big Tech now treats compute shortages as an existential bottleneck.</p></li><li><p><strong><a href="https://openai.com/index/openai-to-acquire-astral/">OpenAI to Acquire Astral</a> : </strong>OpenAI&#8217;s Astral deal is more strategic than flashy: by bringing in the team behind uv, Ruff, and ty, OpenAI is strengthening Codex for the full software lifecycle, not just code generation. The message is clear: future AI coding tools will need to plan, modify, test, verify, and maintain production workflows with the same tools developers already trust.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.minimax.io/models/text/m27?id=MiniMaxM2.7">MiniMax M2.</a> : </strong>MiniMax M2.7 is built for serious agentic work, pairing strong software engineering skills with 97% skill adherence, high-fidelity document editing, and robust multi-tool productivity workflows.</p></li><li><p><strong><a href="https://blog.google/products-and-platforms/products/maps/ask-maps-immersive-navigation/?id=AskMaps">Ask Maps</a> : </strong>Ask Maps turns Google Maps into a conversational planner, using Gemini plus data from 300 million places and 500 million contributors to deliver personalized, action-ready recommendations.</p></li><li><p><strong><a href="https://mistral.ai/news/mistral-small-4?id=MistralSmall4">Mistral Small 4</a> : </strong>Mistral Small 4 packs multimodal reasoning, coding, and long-context performance into one open Apache 2.0 model, with 119B parameters, 256k context, and faster throughput.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2603.05344">OpenDev</a> : </strong>OpenDev is an 81-page blueprint for terminal-native coding agents, combining dual-agent planning, adaptive context compaction, and automated project memory into a practical production-ready architecture.</p></li><li><p><strong><a href="https://arxiv.org/abs/2603.03329">AutoHarness</a> : </strong>AutoHarness turns constraint engineering into a superpower: after 78% of chess losses came from illegal moves, it eliminated them across 145 games and beat larger models.</p></li><li><p><strong><a href="https://arxiv.org/abs/2603.04448">SkillNet</a> : </strong>SkillNet transforms agent learning into reusable infrastructure, organizing 200,000+ skills and boosting average rewards by 40% while cutting execution steps by 30% across benchmarks.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2--KKxtHwxKhE" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;-KKxtHwxKhE&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/-KKxtHwxKhE?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The <a href="https://www.livemint.com/news/us-news/us-unveils-national-ai-policy-framework-7-key-aspects-include-free-speech-parents-control-and-personality-rights-11774021307013.html">US White House</a> released a National Policy Framework focusing on child safety. <a href="https://news.northeastern.edu/2026/03/20/ai-ethics-health-care-research/">Northeastern University</a> researchers developed an ethical guide for healthcare AI. Australia introduced a <a href="https://www.twobirds.com/en/insights/2026/australia/guide-to-responsible-use-of-ai-in-sport">guide</a> for sports, and <a href="https://www.hindustantimes.com/ht-insight/future-tech/indias-ai-regulation-may-be-built-through-its-ecosystem-101774168124095.html">India</a> discussed governing its AI ecosystems. Would you like a deeper dive into these updates?</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, 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href="https://substackcdn.com/image/fetch/$s_!zxD7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zxD7!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 424w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 848w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zxD7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg" width="445" height="484.0964285714286" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1523,&quot;width&quot;:1400,&quot;resizeWidth&quot;:445,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Five Hilarious Memes about AI. Here is a compilation of the best AI&#8230; | by  hudbeard | Medium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Five Hilarious Memes about AI. Here is a compilation of the best AI&#8230; | by  hudbeard | Medium" title="Five Hilarious Memes about AI. Here is a compilation of the best AI&#8230; | by  hudbeard | Medium" srcset="https://substackcdn.com/image/fetch/$s_!zxD7!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 424w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 848w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!zxD7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6ae75ded-08ff-4cd3-b597-fdd42719eb4d_1400x1523.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Is AI entering its most consequential phase yet?]]></title><description><![CDATA[2nd March 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/is-ai-entering-its-most-consequential</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/is-ai-entering-its-most-consequential</guid><pubDate>Mon, 16 Mar 2026 13:02:06 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/e1a18bb3-5baa-4152-8c86-a28821528428_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week&#8217;s AI story is not just about new launches. It is about scale, power, and direction. From a reported $1.03 billion seed round for Yann LeCun&#8217;s new lab to Sarvam&#8217;s 30B and 105B models, the momentum is getting bigger, faster, and more global.</p><p>At the same time, the bigger signal is where AI is heading in the real world. Healthcare agents, enterprise platforms, and multi-agent research are advancing quickly, while debates around military use, copyright, and government pressure show that AI governance is now becoming as important as model performance.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div><hr></div><h3><strong><a href="https://www.vpdae.com/redirect/n6mkcs2m9mvie75wwbmigp5e06k">Save up to $1,100 on iPhone 17 Pro for your business with T-Mobile</a></strong></h3><p>Equip your team with the new iPhone 17 Pro, the next-gen of connectivity. And right now, when you switch to T-Mobile, save up to $1,100 with trade when you activate on SuperMobile*.</p><p>SuperMobile gives you:</p><ul><li><p>America's Best Network with satellite backup built in</p></li><li><p>Intelligent network performance that prioritizes your business apps</p></li><li><p>Built-in security that protects your team on any network</p></li><li><p>Upgrade your team's phones and your coverage. Learn more on T-Mobile's website.</p></li></ul><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vpdae.com/redirect/n6mkcs2m9mvie75wwbmigp5e06k&quot;,&quot;text&quot;:&quot;&#128073; Get Started Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vpdae.com/redirect/n6mkcs2m9mvie75wwbmigp5e06k"><span>&#128073; Get Started Now</span></a></p><p><em>w/ 24 mo. bill credits when you add a line and trade-in an eligible device on SuperMobile. For qual. customers; + tax &amp; $35 device connection charge.</em></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.bbc.com/news/articles/cq571w5vllxo">Anthropic Sues U.S. Government Over AI &#8220;Risk&#8221; Label</a> : </strong>Anthropic has launched a high-stakes legal fight after the Pentagon reportedly labeled it a supply-chain risk, turning an AI policy dispute into a major test of government power.</p></li><li><p><strong><a href="https://www.aboutamazon.com/news/retail/amazon-health-ai-agent-one-medical">Amazon Launches Health AI Agent for Prime Members</a> : </strong>Amazon is pushing deeper into healthcare with a new AI agent that explains records, manages prescriptions, books appointments, and offers Prime members free virtual care for common conditions.</p></li><li><p><strong><a href="https://www.axios.com/2026/03/10/meta-facebook-moltbook-agent-social-network">Meta Acquires Moltbook, an AI Agent Social Network</a> : </strong>Meta has acquired viral AI-agent social network Moltbook, bringing its founders into Meta Superintelligence Labs and signaling a bigger bet on social experiences built for autonomous agents.</p></li><li><p><strong><a href="https://news.crunchbase.com/venture/world-model-ai-lab-ami-raises-europes-largest-seed-round/">Yann LeCun&#8217;s New AI Lab Raises Europe&#8217;s Biggest Seed Round</a> : </strong>Advanced Machine Intelligence, co-founded by Yann LeCun, raised $1.03 billion to build world-model AI, marking Europe&#8217;s largest seed round and intensifying investor interest beyond standard LLMs.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.sarvam.ai/blogs/sarvam-30b-105b">Sarvam 30B and 105B</a> : </strong>Sarvam&#8217;s open sourced 30B and 105B reasoning models bring India built frontier AI to developers, blending strong multilingual performance, efficient deployment, and agentic capabilities today. </p></li><li><p><strong><a href="https://www.khanmigo.ai/">Khanmigo</a> : </strong>Khanmigo acts like a thoughtful AI tutor and teaching assistant, guiding learners without giving away answers while helping teachers create lessons, rubrics, and support faster.</p></li><li><p><strong><a href="https://www.wired.com/story/nvidia-planning-ai-agent-platform-launch-open-source/">Nvidia Open Source AI Agent Platform</a> : </strong>Nvidia&#8217;s upcoming open source agent platform aims to make enterprise AI agents safer and more practical, pairing autonomous workflows with added security and privacy controls.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.17100">AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation</a> : </strong>AgentConductor dynamically adapts multi-agent code collaboration, reaching state-of-the-art results across five datasets with up to 14.6% higher pass@1, 13% lower density, and 68% fewer tokens.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.20502">ActionEngine: From Reactive to Programmatic GUI Agents via State Machine Memory</a> : </strong>ActionEngine turns GUI agents into planners, hitting 95% success on WebArena&#8217;s Reddit tasks with roughly one LLM call, while cutting cost 11.8x and latency 2x.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.16154">Balancing Faithfulness and Performance in Reasoning via REMUL</a> : </strong>REMUL trains reasoning to be more faithful and monitorable, improving three faithfulness metrics across BBEH, MuSR, ZebraLogicBench, and FOLIO while also boosting accuracy.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-DNSXlBmukck" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;DNSXlBmukck&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/DNSXlBmukck?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Global AI ethics debates centered on <a href="https://www.reuters.com/world/anthropic-sues-block-pentagon-blacklisting-over-ai-use-restrictions-2026-03-09/">military guardrails</a>, after Anthropic challenged Pentagon pressure over autonomous-weapons and surveillance limits; <a href="https://www.reuters.com/technology/chatgpt-other-ai-chatbots-approved-official-use-us-senate-nyt-reports-2026-03-10/">government use</a>, as the U.S. Senate approved major chatbots; <a href="https://www.axios.com/2026/03/10/youtube-deepfake-detection-journalists-politicians">deepfake protections</a>, with YouTube widening detection; and <a href="https://www.theguardian.com/technology/2026/mar/10/thousands-authors-publish-empty-book-protest-ai-work-copyright">copyright resistance</a>, as thousands of authors protested AI training on creative work.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:471487}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hl5D!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hl5D!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 424w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 848w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hl5D!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg" width="594" height="565.4" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1028,&quot;width&quot;:1080,&quot;resizeWidth&quot;:594,&quot;bytes&quot;:179412,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/190176811?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hl5D!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 424w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 848w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!hl5D!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F997225d2-d8f0-41cc-90fe-f7ff3643430a_1080x1028.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Is the Era of "Good Enough" AI Officially Over?]]></title><description><![CDATA[9th March 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/is-the-era-of-good-enough-ai-officially</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/is-the-era-of-good-enough-ai-officially</guid><pubDate>Mon, 09 Mar 2026 05:00:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!EKLB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>The arrival of GPT-5.4 marks a massive leap, boasting a 1-million-token context window and specialized &#8220;Thinking&#8221; modes. This evolution targets professional precision, drastically reducing factual errors for mission-critical industrial workflows.</p><p>Meta and Anthropic are simultaneously pivoting toward real-world deployment and labor market analysis. As AI shifts from simple chat to &#8220;active operators,&#8221; the focus moves from basic generation to high-stakes execution.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EKLB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EKLB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EKLB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2093740,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/190174805?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EKLB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!EKLB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F23cdaa8a-aff4-4841-9f5a-2936b2a1ec8d_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://techcrunch.com/2026/03/05/openai-launches-gpt-5-4-with-pro-and-thinking-versions/">OpenAI Launches GPT-5.4 With Pro and Thinking Versions</a> : </strong>OpenAI unveiled GPT-5.4 in standard, Thinking, and Pro variants, pairing stronger reasoning, fewer factual errors, a 1 million token context window, and better efficiency for professional workflows.</p></li><li><p><strong><a href="https://www.businessinsider.com/meta-ai-new-applied-engineering-team-2026-3">Meta Forms New Applied Engineering Team to Accelerate AI Goals</a></strong> : Meta is sharpening its AI execution with a new applied engineering team, signaling a stronger push to turn research into products, infrastructure, and faster real-world deployment.</p></li><li><p><strong><a href="https://www.anthropic.com/research/labor-market-impacts">Anthropic Maps AI&#8217;s Early Labor Market Impact</a> : </strong>Anthropic&#8217;s new research suggests AI exposure is highest in white-collar roles like programming and customer service, with weak unemployment effects so far but early signs of slower youth hiring.</p></li><li><p><strong><a href="https://www.ft.com/content/d8c2969f-2812-44d2-8860-3059fb770bdb">US Draws Up Strict New AI Guidelines Amid Anthropic Clash</a> : </strong>The US appears to be tightening AI policy as tensions involving Anthropic spill into regulation, signaling a tougher oversight phase for frontier models, government use, and national security.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://openai.com/index/introducing-gpt-5-4/?id=GPT-5.4">GPT 5.4</a> : </strong>GPT-5.4 blends stronger reasoning, coding, computer use, and long-context workflows into a professional-grade model built to handle complex tasks faster, accurately, and with fewer revisions.</p></li><li><p><strong><a href="https://www.perplexity.ai/hub/blog/introducing-perplexity-computer">Perplexity Computer</a> : </strong>Perplexity Computer extends Perplexity from answer engine to active operator, helping users navigate tasks, act across interfaces, and move from asking to doing faster daily.</p></li><li><p><strong><a href="https://t3.codes/">T3 Codes</a> : </strong>T3 Code positions itself as an AI-first coding companion, aiming to make building software feel faster, simpler, and more accessible for developers shipping real products.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.11988">Evaluating AGENTS.md: Are Repository-Level Context Files Helpful for Coding Agents?</a> : </strong>Across four coding agents, AGENTS.md delivered just +4% with human files, -3% with LLM-generated ones, while raising inference cost 20%+, suggesting less context beats more.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.16173">Learning Personalized Agents from Human Feedback</a> : </strong>PAHF gives agents a three-step personalization loop plus explicit memory, then proves gains across two benchmarks and a four-phase protocol for learning shifting user preferences.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.15902">Doc-to-LoRA: Learning to Instantly Internalize Contexts</a> : </strong>Doc-to-LoRA compresses documents into LoRA adapters in one forward pass, hitting near-perfect zero-shot needle retrieval at 4x longer contexts while cutting memory and latency sharply.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-g9UIamT4Pgc" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;g9UIamT4Pgc&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/g9UIamT4Pgc?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Between March 2 and 5, 2026, global AI ethics debate centered on <a href="https://www.reuters.com/legal/government/perplexity-asks-court-trim-new-york-times-copyright-case-2026-03-02/">copyright and authorship</a> after Perplexity fought news-publisher claims and the U.S. Supreme Court let stand limits on <a href="https://www.reuters.com/legal/government/us-supreme-court-declines-hear-dispute-over-copyrights-ai-generated-material-2026-03-02/">AI-generated copyright</a>; on <a href="https://www.anthropic.com/research/labor-market-impacts">labor displacement</a>, as Anthropic tied higher AI exposure to weaker projected job growth; and on <a href="https://www.reuters.com/legal/government/proposed-new-york-law-would-bar-ai-chatbots-posing-lawyers-allow-duped-users-sue-2026-03-05/">consumer protection</a>, with New York moving to ban chatbots posing as lawyers.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:469239}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ADSQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ADSQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ADSQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg" width="482" height="301.25" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:750,&quot;width&quot;:1200,&quot;resizeWidth&quot;:482,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;i told gpt-5.4 to recreate this meme but better using its coding tool&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="i told gpt-5.4 to recreate this meme but better using its coding tool" title="i told gpt-5.4 to recreate this meme but better using its coding tool" srcset="https://substackcdn.com/image/fetch/$s_!ADSQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 424w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 848w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!ADSQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F514cafdd-5360-404f-8c8a-ce8e86268935_1200x750.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Entering the Age of Algorithmic Power?]]></title><description><![CDATA[2nd March 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/entering-the-age-of-algorithmic-power</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/entering-the-age-of-algorithmic-power</guid><pubDate>Mon, 02 Mar 2026 13:02:43 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!mzqs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>AI is no longer just productivity tech. From defense-linked restrictions to job market disruption, its influence now touches warfare strategy and workforce stability alike. Are we entering the age of algorithmic power?</p><p>Breakthroughs in reasoning and agents promise efficiency, yet parallel conversations around military deployment and automation-driven job shifts are growing louder. Can society harness intelligence without amplifying its unintended consequences?</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!mzqs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!mzqs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 424w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 848w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 1272w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!mzqs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1768157,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/189617100?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!mzqs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 424w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 848w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 1272w, https://substackcdn.com/image/fetch/$s_!mzqs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9589b516-e0a7-429f-945f-ce2487dfbac2_2640x1485.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.bbc.com/news/articles/cn48jj3y8ezo">US Government Halts Use of Anthropic AI</a> : </strong>A major policy shift signals rising geopolitical tension around AI governance, as federal agencies are directed to stop using Anthropic systems, highlighting growing national security scrutiny over advanced AI deployments.</p></li><li><p><strong><a href="https://openai.com/index/scaling-ai-for-everyone/">OpenAI&#8217;s $110 Billion Funding Round</a> : </strong>OpenAI&#8217;s historic $110 billion raise marks the largest private tech funding ever, backed by Amazon, Nvidia and SoftBank to scale infrastructure and accelerate global deployment of frontier AI technologies.</p></li><li><p><strong><a href="https://www.ndtv.com/world-news/prepare-now-for-ai-driven-job-disruption-warns-jpmorgans-ceo-jamie-dimon-11156828">Jamie Dimon Warns of AI Job Disruption</a> : </strong>JPMorgan&#8217;s CEO urges governments and businesses to prepare early for workforce disruption, noting AI will steadily integrate into operations and reshape employment patterns rather than triggering sudden mass layoffs.</p></li><li><p><strong><a href="https://www.bloomberg.com/news/newsletters/2026-02-22/apple-s-ai-wearables-push-what-to-expect-from-march-4-low-end-macbook-launch">Apple&#8217;s AI Wearables Push</a> : </strong>Apple is accelerating its shift into AI-powered hardware, positioning visual intelligence as the core capability behind upcoming wearable devices expected to redefine how users interact with personal computing ecosystems.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://gemini.google/us/overview/image-generation/?id=NanoBanana2&amp;hl=en-US">Nano Banana 2</a> : </strong>Nano Banana 2 transforms ideas into vivid visuals using conversational prompts, enabling fast image creation, editing, and consistent subject rendering through Gemini&#8217;s deep multimodal understanding.</p></li><li><p><strong><a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/?id=Gemini3.1Pro">Gemini 3.1 Pro GA</a> : </strong>Gemini 3.1 Pro is built for complex reasoning, helping developers and enterprises synthesize multimodal data, solve difficult problems, and build advanced applications with improved thinking and contextual intelligence.</p></li><li><p><strong><a href="https://code.claude.com/docs/en/plugins">Claude Plugins</a> : </strong>Claude Plugins extend AI capabilities by adding custom skills, agents, hooks, and integrations, enabling teams to automate workflows and build reusable intelligence across projects and development environments.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.13517">Deep-Thinking Tokens</a> : </strong>Google introduces Deep-Thinking Ratio, showing reasoning quality correlates positively with accuracy (r = 0.683), unlike token length (r = -0.59), while Think@n boosts AIME accuracy to 94.7% at 50% cost.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.20478">Codified Context</a> : </strong>This study demonstrates a three-tier memory system across 283 sessions enabling agents to build a 108,000-line distributed system using 19 specialist agents and 34 knowledge documents.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.16928">Discovering Multi-Agent Learning Algorithms with LLMs</a> : </strong>DeepMind&#8217;s AlphaEvolve evolves novel algorithms like VAD-CFR and SHOR-PSRO, outperforming baselines in imperfect-information games by autonomously designing learning logic beyond human intuition.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-mViFYTwWvcM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;mViFYTwWvcM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/mViFYTwWvcM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Global AI ethics centered on the <a href="https://www.mea.gov.in/bilateral-documents.htm?dtl/40809">New Delhi Declaration</a>, where 91 nations committed to inclusive, trustworthy innovation for the Global South. Simultaneously, the <a href="https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai">European Commission</a> proposed a &#8220;Simplification Package&#8221; for the <a href="https://artificialintelligenceact.eu/">EU AI Act</a>, adjusting high-risk timelines. The <a href="https://news.un.org/en/story/2026/02/1167000">UN Rights Chief</a> urged human rights-based guardrails globally, while <a href="https://www.orange.com/en/press-release/mobile-world-congress-2026-orange-showcases-the-intelligence-and-resilience-of-its-networks-441449">MWC 2026</a> launched with a focus on <a href="https://www.orange.com/en/press-release/mobile-world-congress-2026-orange-showcases-the-intelligence-and-resilience-of-its-networks-441449">inclusive intelligence</a>.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:463915}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vdzZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vdzZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png 424w, 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srcset="https://substackcdn.com/image/fetch/$s_!vdzZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png 424w, https://substackcdn.com/image/fetch/$s_!vdzZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png 848w, https://substackcdn.com/image/fetch/$s_!vdzZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png 1272w, https://substackcdn.com/image/fetch/$s_!vdzZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fba16019e-2311-40c9-809a-b199110e06c9_1006x1142.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[AI’s Enterprise Disruption Era Has Arrived?]]></title><description><![CDATA[23rd Feb 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/ais-enterprise-disruption-era-has</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/ais-enterprise-disruption-era-has</guid><pubDate>Mon, 23 Feb 2026 13:02:55 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/7b2d618a-2de3-4fbc-8ebc-8041ac7c5064_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week, AI didn&#8217;t just iterate, it rebalanced markets. Anthropic&#8217;s Sonnet 4.6 intensified enterprise disruption fears, while Grok 4.20 and Lyria 3 expanded multimodal frontiers across reasoning, creativity, and collaboration.</p><p>Meanwhile, Meta scales multi-gigawatt AI infrastructure with NVIDIA, OpenAI stress-tests agents via EVMbench, Apple advances AI wearables, and breakthroughs like InftyThink+ and Agyn redefine autonomous reasoning and engineering workflows.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div><hr></div><h3><a href="https://www.vpdae.com/redirect/ip629fdmqi3pebgvbcyzf06q29v">74% of IT leaders report that threat actors are successfully compromising recovery options</a></h3><p>The result: Teams have to rely on high-risk manual scripts and fragmented tools.</p><p>Join our virtual Modernizing Database Resilience session on February 24th to see how to transform recovery from a manual chore into a streamlined, guided workflow.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vpdae.com/redirect/ip629fdmqi3pebgvbcyzf06q29v&quot;,&quot;text&quot;:&quot;Save My Spot&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vpdae.com/redirect/ip629fdmqi3pebgvbcyzf06q29v"><span>Save My Spot</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img 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loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.forbes.com/sites/tylerroush/2026/02/17/software-stocks-oracle-intuit-more-fall-as-anthropics-latest-claude-model-fuels-ai-concerns/">Software Stocks Slide After Anthropic&#8217;s Latest Claude Release</a> : </strong>Shares of major software firms fell sharply, with some declining 5% to 10% in a single session, as Anthropic&#8217;s new Claude model intensified fears that generative AI could disrupt enterprise SaaS revenues.</p></li><li><p><strong><a href="https://nvidianews.nvidia.com/news/meta-builds-ai-infrastructure-with-nvidia">Meta Builds Massive AI Infrastructure With NVIDIA</a> : </strong>Meta is scaling AI infrastructure using NVIDIA Blackwell GPUs and next-generation networking, targeting multi-gigawatt data center capacity to power advanced foundation models and billions of daily AI inferences.</p></li><li><p><strong><a href="https://openai.com/index/introducing-evmbench">OpenAI Launches EVMbench to Test AI on Smart Contract Security</a>  : </strong>OpenAI and Paradigm introduced EVMbench, a benchmark built from hundreds of real-world Ethereum vulnerabilities, measuring how accurately AI agents detect, exploit, and patch critical smart contract flaws.</p></li><li><p><strong><a href="https://www.theverge.com/tech/880293/apple-ai-hardware-smart-glasses-pin-airpods">Apple Advances AI Hardware With Smart Glasses and Camera AirPods</a> : </strong>Apple is reportedly developing multiple AI wearables, including smart glasses and camera-equipped AirPods, as part of a multi-product push expected to reshape its hardware strategy over the next few years.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://deepmind.google/models/lyria/?id=Lyria3">Google Deepmind Lyria 3</a> : </strong>An AI music generator by DeepMind that creates high-fidelity tracks and vocals from text, images, or concepts, empowering creative soundscapes without needing musical expertise.</p></li><li><p><strong><a href="https://www.anthropic.com/news/claude-sonnet-4.6?id=Sonnet4.6">Sonnet 4.6</a> : </strong>A major upgrade to Anthropic&#8217;s Sonnet series, offering stronger reasoning, coding, and extended-context handling at accessible pricing for robust productivity and project workflows.</p></li><li><p><strong><a href="https://grok.com/?id=Grok4.20">Grok 4.20</a> : </strong>The latest xAI iteration bringing enhanced chatbot capabilities with multi-agent collaboration and improved problem-solving, designed for deep reasoning and real-world task support. </p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.06960">InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning</a> : </strong>A reinforcement learning framework that learns strategic summarization and iteration boundaries to boost long-horizon reasoning, improving AIME24 accuracy by 21% while reducing inference cost.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.01465">Agyn: A Multi-Agent System for Team-Based Autonomous Software Engineering</a> : </strong>A fully automated multi-agent software engineering platform modeling real team structure; on SWE-bench 500 it resolves 72.4% of tasks, outperforming single-agent baselines without tuning.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.02603">EchoJEPA: A Latent Predictive Foundation Model for Echocardiography</a> : </strong>Trained on 18 M echocardiograms, this latent predictive foundation model boosts echocardiography tasks, achieving up to ~20% better LVEF estimation and robust generalization with minimal labels.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-anLahYrEFiQ" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;anLahYrEFiQ&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/anLahYrEFiQ?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>At the <strong><a href="https://www.reuters.com/world/india/tech-majors-commit-billions-dollars-india-ai-summit-2026-02-19/">India AI Impact Summit 2026</a></strong>, leaders pushed human-centric governance and responsible AI commitments. <strong><a href="https://www.unesco.org/en/artificial-intelligence">UNESCO&#8217;s Global Civil Society AI Network</a></strong> expanded ethical collaboration frameworks, while the <strong><a href="https://www.cnbc.com/2026/02/16/ai-chatbot-firms-face-stricter-regulation-protect-children-uk.html">UK advanced stricter AI chatbot safety measures</a></strong> to protect children, signaling tightening global oversight.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:452396}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!r9B_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!r9B_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 424w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 848w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!r9B_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg" width="342" height="400.14" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:585,&quot;width&quot;:500,&quot;resizeWidth&quot;:342,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;The Best Memes about AI: Part Deux - by Mark McNeilly&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="The Best Memes about AI: Part Deux - by Mark McNeilly" title="The Best Memes about AI: Part Deux - by Mark McNeilly" srcset="https://substackcdn.com/image/fetch/$s_!r9B_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 424w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 848w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!r9B_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd65c705e-3bd8-4f83-b8cf-c18da404cb89_500x585.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Agent Era Triggering the Great AI Market Reset?]]></title><description><![CDATA[16th Feb 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/agent-era-triggering-the-great-ai</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/agent-era-triggering-the-great-ai</guid><pubDate>Mon, 16 Feb 2026 13:02:12 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/7b312ef4-69cc-4f1c-8598-c98a84b6eaca_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>Markets are trembling as AI agents rewrite the rules of enterprise software, triggering historic sell-offs. Meanwhile, ByteDance&#8217;s Doubao 2.0 and MiniMax 2.5 prove the reasoning race is now truly global warfare.</p><p>From Delhi&#8217;s landmark AI summit uniting Global South voices to open-source breakthroughs like LatamGPT and Qwen 3 Coder, this week signals a tectonic shift &#8212; sovereignty, speed, and intelligence are converging like never before.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.bloomberg.com/news/articles/2026-02-15/a-stock-market-doom-loop-is-hitting-everything-that-touches-ai">AI Doom Loop Triggers Market Sell-Off</a> : </strong>Fears of AI replacing legacy software jobs have triggered a massive market sell-off. Investors are dumping SaaS stocks as new tools like Anthropic&#8217;s Claude Code threaten enterprise workflows, marking a pivotal sector rotation.</p></li><li><p><strong><a href="https://www.reuters.com/business/openclaw-founder-steinberger-joins-openai-open-source-bot-becomes-foundation-2026-02-15/">OpenAI Hires OpenClaw Founder</a> : </strong>OpenAI has hired Peter Steinberger, creator of the viral OpenClaw agent, to lead its personal agent division. While Steinberger joins the giant, OpenClaw will transition into an independent, open-source foundation supported by Sam Altman.</p></li><li><p><strong><a href="https://www.cnbc.com/2026/02/16/india-ai-impact-summit-tech-ceos-new-delhi.html">Global Tech Titans Converge in Delhi</a> : </strong>Tech leaders including Sundar Pichai and Sam Altman have gathered in New Delhi for the Global South&#8217;s first major AI summit. The event targets $100 billion in investments and features a massive expo for AI innovation.</p></li><li><p><strong><a href="https://www.reuters.com/world/asia-pacific/chinas-bytedance-releases-doubao-20-ai-chatbot-2026-02-14/">Doubao 2.0 Enters the Agent Era</a> : </strong>ByteDance has launched Doubao 2.0 to rival GPT-5.2, targeting complex &#8220;agent&#8221; tasks. Leading China with 155 million weekly users, the model offers superior reasoning and multi-step execution at a fraction of competitor costs.</p></li></ul><div><hr></div><h3><a href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence">Take your speech models beyond English with Mozilla Data Collective</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!349V!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 424w, https://substackcdn.com/image/fetch/$s_!349V!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 848w, https://substackcdn.com/image/fetch/$s_!349V!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1272w, https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png" width="1399" height="788" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:788,&quot;width&quot;:1399,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:172463,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/187264223?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!349V!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 424w, https://substackcdn.com/image/fetch/$s_!349V!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 848w, https://substackcdn.com/image/fetch/$s_!349V!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1272w, https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>New speech datasets are landing on Mozilla Data Collective from community teams around the world every week - including recent TTS and ASR sets for Central Javanese, Tolaki, Mandar, Ewondo, and Hawrami Kurdish. Get access to these community-built datasets for free so your team can quickly experiment in languages most platforms still overlook to unlock new users and markets.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Free Speech Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence"><span>Get Free Speech Datasets</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://seed.bytedance.com/en/seedance2_0">Seedance 2.0</a> : </strong>ByteDance&#8217;s multimodal video foundation model generating high fidelity 1080p sequences from text, image, audio and video inputs, enabling controllable motion dynamics, camera paths and soundtrack synthesis.</p></li><li><p><strong><a href="https://www.minimax.io/news/minimax-m25">MiniMax 2.5</a> : </strong>MiniMax M2.5 advances frontier reasoning with large scale reinforcement learning, optimized tool use and coding benchmarks, delivering competitive GPT class performance at materially lower inference cost.</p></li><li><p><strong><a href="https://aibusiness.com/generative-ai/the-new-open-source-ai-model-for-latin-america">LatamGPT</a> : </strong>Latin America&#8217;s open source LLM trained on billions of Spanish and Portuguese tokens, designed to reduce regional bias, improve cultural alignment and strengthen sovereign AI infrastructure.</p></li><li><p><strong><a href="https://qwen.ai/blog?id=qwen3-coder-next">Qwen 3 Coder Next</a> : </strong>Alibaba&#8217;s open weight coding model optimized for agentic workflows, long context reasoning and high efficiency deployment, achieving near SOTA code benchmarks with reduced active parameters.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.07755">ALMA: Automated Meta-Learning of Memory Designs</a> : </strong>Meta-learned memory design framework where a meta agent discovers executable code-based memory structures, enabling continual learning across four decision-making domains and outperforming fixed human-crafted baselines on all benchmarks.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.08676">LLaDA 2.1: Speeding Up Text Diffusion via Token Editing</a> : </strong>Next-gen discrete diffusion LLM introducing Token-to-Token editing with dual Speedy and Quality modes, achieving up to ~892 tokens/sec on code benchmarks while applying the first large-scale RL framework for diffusion models.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.08234">SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning</a> : </strong>Framework that distills trajectories into hierarchical skills and co-evolves them with policy via recursive RL, achieving ~89.9 % success on ALFWorld and ~72.7 % on WebShop, outperforming strong baselines by ~15 %.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" 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https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-rWUWfj_PqmM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;rWUWfj_PqmM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/rWUWfj_PqmM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong><a href="https://impact.indiaai.gov.in/">India&#8211;AI Impact Summit 2026</a></strong> kicked off in New Delhi as the first global AI gathering in the Global South with leaders shaping ethical frameworks for inclusive AI. A <strong><a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2228337">nationwide digital campaign</a></strong> promoted ethical, accountable AI use. <strong><a href="https://india.un.org/en/310024-un-chief-attend-ai-impact-summit-india-global-south-shapes-ai-governance">UN Secretary-General Antonio Guterres</a></strong> and global policymakers reaffirmed commitment to ethical AI governance, while debates on safety and governance, including potential <strong><a href="https://timesofindia.indiatimes.com/india/delhi-declaration-may-be-adopted-at-ai-summit-in-delhi/articleshow/128397684.cms">&#8216;Delhi Declaration&#8217; principles</a></strong>, dominated discussions.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:450433}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!pBTV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!pBTV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!pBTV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg" width="380" height="380" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:500,&quot;width&quot;:500,&quot;resizeWidth&quot;:380,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;What is AI really ? : r/memes&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="What is AI really ? : r/memes" title="What is AI really ? : r/memes" srcset="https://substackcdn.com/image/fetch/$s_!pBTV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 424w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 848w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!pBTV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9833496-e7a4-4612-8a13-8b99c39590cf_500x500.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Superintelligence Media  : <a href="https://www.superintelligencemedia.com/">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Interplanetary Compute Ambitions]]></title><description><![CDATA[12th Feb 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/interplanetary-compute-ambitions</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/interplanetary-compute-ambitions</guid><pubDate>Thu, 12 Feb 2026 14:02:50 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/6ea4b9a3-1c33-4e33-b0d0-c305528d791a_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week, the AI landscape shifted from Earth-bound chatbots to extraterrestrial infrastructure and autonomous engineering. While xAI unveiled a mind-bending vision for lunar data centers, ZAI&#8217;s GLM 5 stole the spotlight by pushing open-source coding to SOTA levels, proving that the future of software isn&#8217;t just written - it&#8217;s autonomously engineered.</p><p>Beyond the technical milestones, we witnessed a commercial revolution as the AI.com domain set record-breaking valuations. Meanwhile, Google DeepMind&#8217;s Aletheia agent tackled centuries-old Erd&#337;s conjectures, signaling a new era where AI acts not just as a creative assistant, but as a high-level scientific collaborator solving the &#8220;unsolvable.&#8221;</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.ft.com/content/83488628-8dfd-4060-a7b0-71b1bb012785">AI.com bought by Crypto.com founder for $70mn in biggest-ever website name deal</a> : </strong>The premium <strong>AI.com</strong> domain reportedly sold for about <strong>$70 million in cryptocurrency</strong>, marking one of the largest ever domain transactions and spotlighting branding&#8217;s growing value in AI platform positioning.</p></li><li><p><strong><a href="https://techcrunch.com/2026/02/11/xai-lays-out-interplanetary-ambitions-in-public-all-hands/">xAI lays out interplanetary ambitions in public all-hands</a> : </strong>xAI publicly shared a 45-minute all-hands presentation outlining bold plans for <strong>space-based AI computing, lunar manufacturing and off-world data centers</strong>, blending software roadmaps with interplanetary infrastructure vision.</p></li><li><p><strong><a href="https://mashable.com/article/openai-chatgpt-ads-begin-rollout">OpenAI ChatGPT ads begin rollout</a> : </strong>OpenAI is beginning a live <strong>advertising pilot inside ChatGPT</strong>, showing clearly labeled sponsored content to Free and low-cost Go users as it tests ad monetization without altering core answer quality.</p></li></ul><div><hr></div><h3><a href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence">Take your speech models beyond English with Mozilla Data Collective</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!349V!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 424w, https://substackcdn.com/image/fetch/$s_!349V!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 848w, https://substackcdn.com/image/fetch/$s_!349V!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1272w, https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png" width="1399" height="788" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:788,&quot;width&quot;:1399,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:172463,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/187264223?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!349V!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 424w, https://substackcdn.com/image/fetch/$s_!349V!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 848w, https://substackcdn.com/image/fetch/$s_!349V!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1272w, https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>New speech datasets are landing on Mozilla Data Collective from community teams around the world every week &#8212; including recent TTS and ASR sets for Central Javanese, Tolaki, Mandar, Ewondo, and Hawrami Kurdish. Get access to these community-built datasets for free so your team can quickly experiment in languages most platforms still overlook to unlock new users and markets.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Free Speech Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence"><span>Get Free Speech Datasets</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://z.ai/blog/glm-5">GLM 5</a> : </strong>A next-generation AI foundation model from Zhipu AI with roughly <strong>745 B parameters</strong> and agentic engineering focus, pushing long-horizon reasoning and coding capabilities in open-source models.</p></li><li><p><strong><a href="https://wan.video/introduction/wan2.6">Wan 2.6</a> : </strong>Wan 2.6 is a multimodal AI video generator that turns text, images, and audio into cinematic <strong>1080p video</strong> with native sound sync and rich narrative control for creators.</p></li><li><p><strong><a href="https://www.apple.com/apple-creator-studio/?id=AppleCreatorStudio">Apple Creator Studio</a> : </strong>Apple&#8217;s all-in-one creative suite bundles pro tools like Final Cut Pro, Logic Pro and Pixelmator Pro with AI features and premium content under a unified subscription.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/html/2601.22401v3">Semi-Autonomous Mathematics Discovery with Gemini</a> : </strong>Google DeepMind&#8217;s Gemini-based agent Aletheia systematically evaluated <strong>700 open Erd&#337;s conjectures</strong>, finding <strong>13 valid outcomes</strong> and highlighting AI&#8217;s limits in mathematical novelty and literature overlap.</p></li><li><p><strong><a href="https://arxiv.org/html/2602.04118v1">TinyLoRA</a> : </strong>Meta FAIR&#8217;s TinyLoRA trains reasoning with <strong>as few as 13 parameters</strong>, reaching <strong>~91% GSM8K accuracy</strong>, challenging assumptions on adapter size and efficient reinforcement learning.</p></li><li><p><strong><a href="https://arxiv.org/abs/2602.02007">xMemory: Why Top-k Retrieval Breaks for Agent Memory</a> : </strong>xMemory proposes a <strong>hierarchical agent memory architecture</strong> that avoids redundant top-k retrieval, improving evidence density and QA accuracy with fewer tokens than traditional RAG.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, 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https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" 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https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The <a href="https://www.insideglobaltech.com/2026/02/10/international-ai-safety-report-2026-examines-ai-capabilities-risks-and-safeguards/">International AI Safety Report</a> highlighted escalating <a href="https://www.theindustrial.in/news/cf9cfaca14/2026-International-AI-Safety-Report-Charts-Rapid-Changes-and-Emerging-Risks">misuse</a> and <a href="https://www.prnewswire.com/in/news-releases/2026-international-ai-safety-report-charts-rapid-changes-and-emerging-risks-302679508.html">deepfake</a> risks, while the UK <a href="https://www.olliers.com/news/new-law-criminalises-deepfake-creation/">criminalized</a> non-consensual imagery creation. Simultaneously, <a href="https://vajiramandravi.com/current-affairs/upsc-mains-current-affairs/2026/02/11/">India</a> enforced strict <a href="https://dig.watch/updates/india-enforces-a-three-hour-removal-rule-for-ai-generated-deepfake-content">three-hour</a> takedown rules, and <a href="https://www.unicef.org/media/178571/file/UNICEF%20AI%20CSEA%20Brief_FINAL3.pdf">UNICEF</a> demanded urgent legal action to protect children from <a href="https://www.unicef.org/media/178571/file/UNICEF%20AI%20CSEA%20Brief_FINAL3.pdf">harmful</a> AI-generated content, prioritizing global <a href="https://impact.indiaai.gov.in/working-groups/safe-trusted-ai">transparency</a> and safety.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:448401}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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srcset="https://substackcdn.com/image/fetch/$s_!iiiD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae2a8dbf-3aaf-4d99-8dc7-01a3dde7e4a7_1116x990.png 424w, https://substackcdn.com/image/fetch/$s_!iiiD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae2a8dbf-3aaf-4d99-8dc7-01a3dde7e4a7_1116x990.png 848w, https://substackcdn.com/image/fetch/$s_!iiiD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae2a8dbf-3aaf-4d99-8dc7-01a3dde7e4a7_1116x990.png 1272w, https://substackcdn.com/image/fetch/$s_!iiiD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae2a8dbf-3aaf-4d99-8dc7-01a3dde7e4a7_1116x990.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Self-Made AI & Million-Token Monsters]]></title><description><![CDATA[5th Feb 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/self-made-ai-and-million-token-monsters</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/self-made-ai-and-million-token-monsters</guid><pubDate>Mon, 09 Feb 2026 13:02:54 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/cfa13f73-8fb4-4b66-a8af-abeabb114b58_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>AI just crossed a mind-bending threshold. OpenAI&#8217;s GPT-5.3 Codex - the first model instrumental in building itself - and Anthropic&#8217;s million-token Opus 4.6 are locked in a coding rivalry that&#8217;s pushing machine intelligence into uncharted exponential territory.</p><p>When AI models help create their own successors, the growth curve stops being linear. Meanwhile, this intelligence explosion rattled Wall Street hard - an $830 billion SaaS sell-off proving that autonomous code-writing agents aren&#8217;t future talk, they&#8217;re here now.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div><hr></div><h3><a href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence">Exclusive free datasets drops on Mozilla Data Collective</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!349V!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 424w, https://substackcdn.com/image/fetch/$s_!349V!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 848w, https://substackcdn.com/image/fetch/$s_!349V!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1272w, https://substackcdn.com/image/fetch/$s_!349V!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e031d6a-c771-4950-aaf9-97179df4b8bc_1399x788.png 1456w" sizes="100vw"><img 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>100+ organisations are open sourcing and sharing their datasets exclusively through Mozilla Data Collective. Get your models to work for users all over the world. TTS, ASR and LLM coverage, from Khmer, Tolaki and Betawi, to Chinese, English and Spanish. Join MDC for trustworthy human-source data with a clear consent trail.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Global Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence"><span>Get Global Datasets</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://mashable.com/article/openai-releases">OpenAI Unveils GPT-5.3: The First AI Model to Build Itself</a> : </strong>OpenAI has launched GPT-5.3-Codex, a landmark model that assisted in its own development and debugging. Operating 25% faster than previous versions, this release signals a move toward self-improving autonomous agents.</p></li><li><p><strong><a href="https://www.cnbc.com/2026/02/05/anthropic-claude-opus-4-6-vibe-working.html">Anthropic Debuts Claude Opus 4.6: Entering the &#8216;Vibe Working&#8217; Era</a> : </strong>Anthropic&#8217;s latest flagship, Opus 4.6, introduces a massive 1-million-token context window and &#8220;agent teams.&#8221; The model is so capable at enterprise tasks that executives describe a shift toward frictionless, autonomous &#8220;vibe working.&#8221;</p></li><li><p><strong><a href="https://www.axios.com/2026/02/07/ai-software-anthropic-losses-stock-market">The SaaSpocalypse: Anthropic&#8217;s AI Breakthrough Wipes Out Billions</a> : </strong>The stock market faced a &#8220;SaaSpocalypse&#8221; as Anthropic&#8217;s new legal and automation tools sent software stocks tumbling. Investors fear that AI agents are now directly substituting for traditional subscription-based software services.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://openai.com/index/introducing-openai-frontier/">OpenAI Frontier</a> : </strong>OpenAI Frontier formalizes enterprise AI agents with shared memory, permissions, and auditability, signaling a shift from standalone models to governed, multi-agent systems inside organizations.</p></li><li><p><strong><a href="https://www.anthropic.com/news/claude-opus-4-6?id=ClaudeOpus4.6">Claude Opus 4.6</a> : </strong>Claude Opus 4.6 strengthens long-context reasoning and parallel task execution, reinforcing Anthropic&#8217;s strategy around agentic work patterns rather than single-prompt AI usage.</p></li><li><p><strong><a href="https://openai.com/index/introducing-gpt-5-3-codex/">OpenAI GPT-5.3 Code</a> : </strong>GPT-5.3 Codex expands autonomous coding loops, reflecting how AI is moving beyond assistance toward handling full development cycles with minimal human intervention.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2601.16238">VibeTensor: System Software for Deep Learning, Fully Generated by AI Agents</a> : </strong>Researchers released VibeTensor, an open deep learning runtime stack entirely generated by LLM coding agents, spanning Python APIs to CUDA memory management, showing AI can build complex systems. It includes a C++20 core, autograd, and caching allocator, and passes basic training workloads on H100 and Blackwell GPUs.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.20802">Reinforcement Learning via Self-Distillation (SDPO)</a> : </strong>This paper introduces SDPO, a reinforcement learning method that turns rich textual feedback into dense token-level learning signals using the model itself as teacher, improving sample efficiency and accuracy on reasoning and programming benchmarks.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.21343">Self-Improving Pretraining</a> : </strong>Self-Improving Pretraining from Meta FAIR replaces next-token prediction with sequence-level generation guided by teacher rewrites and a judge model, boosting generation quality, factuality, and safety early in training on Llama2 and RedPajama data.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-u57EnkQaUTY" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;u57EnkQaUTY&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/u57EnkQaUTY?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Global AI ethics focused on structural oversight as the UN Secretary-General formally launched the <strong><a href="https://news.un.org/en/story/2026/02/1166891">Independent International Scientific Panel on AI</a></strong> to close global knowledge gaps. Simultaneously, the <strong><a href="https://www.aigl.blog/international-ai-safety-report-2026/">2026 International AI Safety Report</a></strong> warned of accelerating <strong><a href="https://www.webdisclosure.com/article/office-of-the-chair-of-the-international-ai-safety-report-etr-2026-international-ai-safety-report-highlights-rapid-advancements-and-emerging-risks-HTIgRbHoDbu">biological misuse</a></strong> and deepfake fraud, while the <strong><a href="https://iapp.org/news/a/european-commission-misses-deadline-for-ai-act-guidance-on-high-risk-systems">European Commission</a></strong> faced scrutiny for missing critical <strong><a href="https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai">EU AI Act</a></strong> guidance deadlines for high-risk systems.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:446311}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4Rv1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4Rv1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 424w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 848w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4Rv1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg" width="535" height="466" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:466,&quot;width&quot;:535,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;New era of programming memes : r/ClaudeAI&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="New era of programming memes : r/ClaudeAI" title="New era of programming memes : r/ClaudeAI" srcset="https://substackcdn.com/image/fetch/$s_!4Rv1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 424w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 848w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!4Rv1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F840326dc-f612-42e8-ad13-7fbfb38a7bed_535x466.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>Partner spotlight:</strong> Open, multilingual, training-ready data that helps AI teams spend less time wrangling datasets and more time building models that actually ship.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Your Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence"><span>Get Your Datasets</span></a></p><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[When Everyone Can Build Software, Markets Pay Attention]]></title><description><![CDATA[5th Feb 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/when-everyone-can-build-software</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/when-everyone-can-build-software</guid><pubDate>Thu, 05 Feb 2026 14:03:15 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/41b901d4-e278-4f46-b42e-f3efedec5315_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week captures a turning point where AI tools quietly turn millions into software builders, compressing years of coding skill into interfaces, agents, and workflows that feel almost frictionless.</p><p>As CLI and GUI driven AI apps democratize creation, investors are rethinking traditional software moats, triggering sharp market reactions that hint at a deeper structural shift across the global software economy.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div><hr></div><h3><a href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence">Train Your AI with 300+ Languages</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!io3T!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 424w, https://substackcdn.com/image/fetch/$s_!io3T!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 848w, https://substackcdn.com/image/fetch/$s_!io3T!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 1272w, https://substackcdn.com/image/fetch/$s_!io3T!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!io3T!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:203195,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/186840983?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!io3T!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 424w, https://substackcdn.com/image/fetch/$s_!io3T!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 848w, https://substackcdn.com/image/fetch/$s_!io3T!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 1272w, https://substackcdn.com/image/fetch/$s_!io3T!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3205420e-cbf4-4083-8740-b4d97c610a41_5120x2880.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Mozilla Data Collective helps AI teams discover free, open, training-ready speech and text datasets for ASR, TTS, and language models. Browse multilingual data across 300+ languages, including unique sets you won&#8217;t find elsewhere. Clean licensing, simple access, rich metadata, and the datacollective Python package mean less data  wrangling and faster shipping.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Your Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence"><span>Get Your Datasets</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://techcrunch.com/2026/02/02/openai-launches-new-macos-app-for-agentic-coding/">OpenAI Launches New macOS App for Agentic Coding</a> : </strong>OpenAI released a dedicated <strong>Codex macOS app</strong> turning Macs into command centers for coordinating <em>multiple AI coding agents in parallel</em>, with project-level workflows and automations built around GPT-5.2-Codex, aimed at accelerating development and boosting productivity across the software lifecycle.</p></li><li><p><strong><a href="https://www.cnbc.com/2026/02/03/musk-xai-spacex-biggest-merger-ever.html">Elon Musk xAI&#8211;SpaceX Merger Becomes Largest M&amp;A Deal Ever</a> : </strong>Elon Musk&#8217;s <strong>xAI is merging with SpaceX in a record-setting deal</strong> valuing SpaceX at ~$1 trillion and xAI at ~$250 billion (~$1.25 trillion total), consolidating AI and space ventures and setting the stage for a major combined IPO.</p></li><li><p><strong><a href="https://www.reuters.com/business/media-telecom/global-software-stocks-hit-by-anthropic-wake-up-call-ai-disruption-2026-02-04/">Global Software Stocks Hit by Anthropic &#8220;Wake-Up Call&#8221;</a> : </strong>Global software and services equities plunged nearly <strong>$1 trillion on investor concerns</strong> that AI tools, notably from Anthropic, are encroaching on key enterprise revenue streams, triggering a broad sell-off across major indices and weighing on market sentiment.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://openai.com/prism/?id=PrismOpenAI">OpenAI Prism</a> : </strong>A free LaTeX-native AI workspace built around GPT-5.2 that integrates drafting, editing, collaboration, citations, and formatting to streamline scientific research workflows.</p></li><li><p><strong><a href="https://docs.z.ai/guides/vlm/glm-ocr">GLM OCR 0.9 B</a> : </strong>A compact multimodal OCR model achieving state-of-the-art parsing accuracy across text, tables, formulas, and handwriting, crucial for cost-effective document understanding at scale.</p></li><li><p><strong><a href="https://claude.com/solutions/healthcare?id=ClaudeHealthcare">Claude Healthcare</a> : </strong>A HIPAA-ready AI platform that accelerates clinical documentation, prior authorization, claims appeals, and care coordination by connecting to medical coding, guidelines, and patient records.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2602.02276">Kimi K2.5: Visual Agentic Intelligence</a> : </strong>Moonshot&#8217;s open-source multimodal model trained on ~15 trillion tokens can self-direct swarms of up to 100 agents to run parallel workflows, cutting execution time ~4.5&#215; on complex tasks with strong coding and vision performance.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.21571">Shaping Capabilities with Token-Level Data Filtering</a> : </strong>Anthropic and Stanford show that filtering individual tokens during pretraining can suppress unwanted capabilities (e.g., medical) far more effectively and with less collateral capability loss than document filtering.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.21572">How AI Impacts Skill Formation</a> : </strong>Randomized study reveals AI coding assistance can reduce conceptual understanding and debugging skills by ~17 percent when developers rely on it without boosting task speed, highlighting the cost of over-delegation.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-CEvIs9y1uog" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;CEvIs9y1uog&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/CEvIs9y1uog?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The <strong><a href="https://internationalaisafetyreport.org/publication/international-ai-safety-report-2026">International AI Safety Report 2026</a></strong> warned of systemic risks from advanced AI. <strong><a href="https://www.reuters.com/technology/unicef-calls-criminalization-ai-content-depicting-child-sex-abuse-2026-02-04/">UNICEF</a></strong> called for criminalizing AI-generated child abuse deepfakes. The <strong><a href="https://www.reuters.com/legal/legalindustry/ftc-enters-new-chapter-its-approach-artificial-intelligence-enforcement--pracin-2026-02-04/">US FTC</a></strong> tightened scrutiny on AI-washing, while the <strong><a href="https://datainnovation.org/2026/02/public-sector-ai-adoption-index-2026/">Public Sector AI Adoption Index</a></strong> outlined guardrails for responsible government use.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:444846}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CVy_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CVy_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg 424w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1017,&quot;width&quot;:1080,&quot;resizeWidth&quot;:567,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Seen In Linked In &#183; ProgrammerHumor.io&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Seen In Linked In &#183; ProgrammerHumor.io" title="Seen In Linked In &#183; ProgrammerHumor.io" srcset="https://substackcdn.com/image/fetch/$s_!CVy_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg 424w, https://substackcdn.com/image/fetch/$s_!CVy_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg 848w, https://substackcdn.com/image/fetch/$s_!CVy_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!CVy_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F13099372-c214-4a4c-9278-fd51fa62ab57_1080x1017.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em><strong>Partner spotlight:</strong> Open, multilingual, training-ready data that helps AI teams spend less time wrangling datasets and more time building models that actually ship.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://datacollective.mozillafoundation.org/?utm_source=newsletter&amp;utm_medium=ad&amp;utm_campaign=leader_program&amp;utm_id=superintelligence&quot;,&quot;text&quot;:&quot;Get Your Datasets&quot;,&quot;action&quot;:null,&quot;class&quot;:&quot;button-wrapper&quot;}" data-component-name="ButtonCreateButton"><a class="button primary button-wrapper" 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From sovereign models and climate twins to agent societies and ethical flashpoints, the ecosystem feels faster, broader, and more contested than ever.</p><p>A standout signal is China&#8217;s <strong>Kimi K2.5</strong>, where open source is no longer chasing closed SOTA but actively challenging it. As open models match reasoning depth and cost efficiency, the economic and innovation balance of AI may fundamentally shift.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OFla!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OFla!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!OFla!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!OFla!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!OFla!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OFla!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png" width="1456" height="819" 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srcset="https://substackcdn.com/image/fetch/$s_!OFla!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!OFla!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!OFla!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!OFla!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c699c0d-1b9b-41e4-b506-3d758076ed53_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.ft.com/content/465c717b-af26-48c1-a530-e9e6d313f96a?utm_source=chatgpt.com">UAE launches sovereign open AI model to challenge global rivals</a> : </strong>The UAE unveils a nationally backed open AI model to reduce reliance on Western and Chinese systems, signaling a sharper geopolitical race around AI sovereignty.</p></li><li><p><strong><a href="https://blog.google/innovation-and-ai/models-and-research/google-deepmind/project-genie/?utm_source=chatgpt.com">Project Genie: Google DeepMind&#8217;s experiment with interactive AI worlds</a> : </strong>Google DeepMind introduces Project Genie, enabling users to generate playable, evolving virtual worlds from prompts, hinting at new directions for AI-driven simulation and creativity.</p></li><li><p><strong><a href="https://www.indiatoday.in/technology/news/story/kimi-k25-ai-from-china-challenges-best-from-google-anthropic-and-openai-despite-its-open-source-approach-2859919-2026-01-29">China&#8217;s open-source Kimi K2.5 AI takes on OpenAI, Google, and Anthropic</a> : </strong>Moonshot AI&#8217;s Kimi K2.5 delivers strong reasoning and coding performance, showing how open-source Chinese models are rapidly closing the gap with leading Western AI systems.</p></li><li><p><strong><a href="https://www.forbes.com/sites/ronschmelzer/2026/01/30/moltbot-molts-again-and-becomes-openclaw-pushback-and-concerns-grow/">OpenClaw (formerly Moltbot) sparks buzz as powerful autonomous AI assistant</a></strong> : OpenClaw, an open-source autonomous AI personal assistant that runs locally and executes complex tasks via messaging platforms, has gone viral, blending utility with growing security concerns.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.nvidia.com/en-us/high-performance-computing/earth-2/?id=NVIDIAEarth-2">NVIDIA Earth-2 AI weather and climate digital twin</a> : </strong>A suite of open, AI-accelerated models and tools that simulate global weather and climate at high resolution, enabling scientists and developers to build advanced forecasting systems faster and more accessibly.</p></li><li><p><strong><a href="https://www.moltbook.com/?id=Moltbook">Moltbook, the AI agents&#8217; social platform</a> : </strong>A viral Reddit-style social network where autonomous AI agents post, comment, and interact without human contributors, forming communities and sparking philosophical, technical, and cultural discussions.</p></li><li><p><strong><a href="https://labs.google/projectgenie?id=ProjectGenie">Project Genie by Google</a> : </strong>An experimental AI prototype that lets users generate and explore infinite, interactive virtual worlds from simple prompts, blending creativity with early research into generative world models.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2601.16175">Learning to Discover at Test Time</a> : </strong>This paper introduces TTT-Discover, which uses reinforcement learning at <strong>test time</strong> to let models <strong>learn from the specific problem</strong>, setting new records in math, algorithms, GPU kernels, and biology using open model <strong>gpt-oss-120b</strong> at low cost.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.10825">Reasoning Models Generate Societies of Thought</a> : </strong>Rather than &#8220;thinking longer&#8221;, advanced reasoning models create <strong>multi-agent-like internal debates</strong> among diverse perspectives, boosting accuracy through internal conversational dynamics similar to collective intelligence.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.11653">AI Agents Need Memory Control Over More Context</a> : </strong>This research presents the <strong>Agent Cognitive Compressor (ACC)</strong>, a bio-inspired memory controller that keeps internal state bounded, reducing hallucination and drift in long multi-turn agent workflows.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" 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https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-x1hyuvUUR0w" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;x1hyuvUUR0w&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/x1hyuvUUR0w?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong><a href="https://www.businessinsider.com/pope-leo-ai-warning-overly-affectionate-personalized-chatbots-regulation-2026-1?utm_source=chatgpt.com">Pope Leo issued warnings about emotionally manipulative AI chatbots</a></strong>, artists including Scarlett Johansson protested unauthorized AI training on creative work in the <strong><a href="https://timesofindia.indiatimes.com/technology/tech-news/scarlett-johansson-and-vince-gilligan-join-800-artists-to-protest-ai-use-of-copyrighted-work/articleshow/127694161.cms?utm_source=chatgpt.com">open letter against AI copyright misuse</a></strong>, and <strong><a href="https://www.ft.com/content/c3098552-7204-4a93-844c-1b8569c9dcb2?utm_source=chatgpt.com">Anthropic&#8217;s CEO warned humanity about AI risks</a></strong>, highlighting alignment and governance challenges. Educational efforts and workshops on responsible AI ethics were also reported.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, 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href="https://substackcdn.com/image/fetch/$s_!b1Rm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!b1Rm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 424w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 848w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!b1Rm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg" width="468" height="468" 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srcset="https://substackcdn.com/image/fetch/$s_!b1Rm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 424w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 848w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!b1Rm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F015af712-b4c6-40b0-b868-c43ac420fa73_1440x1440.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Davos 2026: Scaling Intelligence Faster Than Governance]]></title><description><![CDATA[26th Jan 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/davos-2026-scaling-intelligence-faster</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/davos-2026-scaling-intelligence-faster</guid><pubDate>Mon, 26 Jan 2026 04:30:50 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!1v1A!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week AI moved from tools to systems as agents, memory, and governance collided, revealing why scaling remains hard and why responsible design now defines real progress across global ecosystems.</p><p>At Davos, World Economic Forum debates reframed AI around dignity, workforce shifts, and trust, reminding builders that technical breakthroughs matter only when institutions, ethics, and humans scale together globally responsibly.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1v1A!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1v1A!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1v1A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1991390,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/185697080?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!1v1A!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!1v1A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F603d6b16-35fb-411c-9175-5e5144ffdea7_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.weforum.org/stories/2026/01/why-scaling-ai-feels-hard-and-what-to-do-about-it/">Why scaling AI still feels hard and what to do about it</a> : </strong>Despite massive AI investment, most organizations remain stuck in pilots. The World Economic Forum explains structural, talent, data, and governance gaps that prevent AI from scaling into real business impact.</p></li><li><p><strong><a href="https://claude.com/blog/cowork-research-preview">Claude Cowork research preview</a> : </strong>Anthropic introduces Cowork, a research preview exploring AI as a persistent work partner that collaborates across tasks, maintains long-term context, and supports complex knowledge work beyond chat-based interactions.</p></li><li><p><strong><a href="https://github.blog/news-insights/company-news/build-an-agent-into-any-app-with-the-github-copilot-sdk/">Build an agent into any app with the GitHub Copilot SDK</a> : </strong>GitHub launches the Copilot SDK, enabling developers to embed agentic AI directly into applications, allowing software to plan tasks, call tools, and act autonomously within developer-defined boundaries.</p></li><li><p><strong><a href="https://www.theguardian.com/technology/ng-interactive/2026/jan/24/how-the-confident-authority-of-google-ai-overviews-is-putting-public-health-at-risk">How the confident authority of Google AI Overviews is putting public health at risk</a> : </strong>The Guardian investigation shows Google AI Overviews can deliver confident yet incorrect medical guidance, raising serious concerns about health misinformation, user trust, and the risks of authoritative AI search summaries.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://docs.z.ai/guides/llm/glm-4.7?id=GLM4.7Flash">GLM 4.7 Flash</a> : </strong>A lightweight open-source MoE language model optimized for coding, reasoning, and agentic tasks that balances high performance with efficiency and local integration ease.</p></li><li><p><strong><a href="https://claude.com/blog/cowork-research-preview">Claude Cowork</a> : </strong>Anthropic&#8217;s research preview explores AI designed as a persistent collaborator that stays in context across workflows, helping users tackle ongoing tasks instead of isolated prompts.</p></li><li><p><strong><a href="https://blog.google/innovation-and-ai/technology/developers-tools/translategemma/?id=TranslateGemma">Translate Gemma</a> : </strong>Google&#8217;s new open translation models built on Gemma 3 support efficient, high-quality translation across 55 languages with compact model sizes suitable for mobile and cloud deployment.</p></li><li><p><strong><a href="https://github.com/github/copilot-sdk?utm_source=chatgpt.com&amp;utm_medium=blog&amp;utm_campaign=cli-sdk-jan-2026">GitHub Copilot SDK</a> : </strong>A developer toolkit enabling integration of programmable AI agents into apps, letting software plan tasks, call tools, and offer intelligent features within custom workflows.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2601.02553">Efficient Lifelong Memory for LLM Agents</a> : </strong>SimpleMem presents an LLM agent memory system that uses semantic structured compression and adaptive retrieval to cut token use up to 30&#215; while boosting F1 scores ~26%, enabling scalable long-term interactions.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.08584">Ministral 3</a> : </strong>Mistral AI&#8217;s compact language model family (3B, 8B, 14B) uses Cascade Distillation to deliver efficient, multimodal, instruction-ready models suited for edge and constrained computing.</p></li><li><p><strong><a href="https://arxiv.org/abs/2504.20734">UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities</a> : </strong>UniversalRAG dynamically routes queries to modality-aware, granularity-aware corpora (text, image, video) for more accurate RAG responses, outperforming unimodal and unified baselines on benchmarks.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-0kARDVL2nZg" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;0kARDVL2nZg&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/0kARDVL2nZg?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The <strong><a href="https://www.youtube.com/watch?v=khtxU8WxZ_8">World Economic Forum</a></strong> in Davos examined AI&#8217;s impact on human dignity, while <strong><a href="https://www.unesco.org/en/articles/recommendation-ethics-artificial-intelligence">UNESCO</a></strong> advanced sustainable governance frameworks in Paris. Simultaneously, the <strong><a href="https://aaai.org/conference/aaai/aaai-26/">AAAI-26 Conference</a></strong> in Singapore focused on ethical research standards, and a <strong><a href="https://www.tribuneindia.com/news/business/ai-could-reshape-jobs-globally-by-2030-asserts-wef-white-paper/">WEF white paper</a></strong> highlighted critical workforce shifts, underscoring the urgent need for responsible global adoption.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:438983}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8aHt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8aHt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 424w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 848w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 1272w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8aHt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png" width="321" height="481.76616915422886" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:905,&quot;width&quot;:603,&quot;resizeWidth&quot;:321,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Tech giants in 2026 will be like this ! : r/BlackboxAI_&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Tech giants in 2026 will be like this ! : r/BlackboxAI_" title="Tech giants in 2026 will be like this ! : r/BlackboxAI_" srcset="https://substackcdn.com/image/fetch/$s_!8aHt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 424w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 848w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 1272w, https://substackcdn.com/image/fetch/$s_!8aHt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a6d06b6-10dc-43ba-9854-2c92914a9271_603x905.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[First Software Engineering, Now Healthcare?]]></title><description><![CDATA[19th Jan 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/first-software-engineering-now-healthcare</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/first-software-engineering-now-healthcare</guid><pubDate>Mon, 19 Jan 2026 04:30:24 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!VbGx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>The interface between human intent and machine execution is dissolving. From OpenAI&#8217;s ad-supported pivots to Google&#8217;s hyper-personalized memory, we are witnessing AI transition from a mere tool into an intimate digital extension.</p><p>After 2025 redefined software engineering through autonomous coding agents, early 2026 signals healthcare as the next frontier, where AI moves from productivity gains to life critical decisions at scale worldwide.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!VbGx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!VbGx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!VbGx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!VbGx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!VbGx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!VbGx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe56f53a8-9c4d-4ceb-9bd9-a1df4f8c5281_1920x1080.png" width="1456" height="819" 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srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://superintelligencenews.com/companies/openai/openai-introduces-targeted-ads-chatgpt/">OpenAI Introduces Targeted Ads in ChatGPT</a> : </strong>OpenAI plans to roll out targeted advertising inside ChatGPT, signaling a strategic move toward ad-based monetization while balancing user privacy, trust, and the integrity of AI-generated responses.</p></li><li><p><strong><a href="https://timesofindia.indiatimes.com/technology/tech-news/google-gemini-gets-personal-intelligence-to-dig-through-your-gmail-photos-and-search-history-to-answer-questions/articleshow/126539508.cms?utm_source=chatgpt.com">Google Gemini Launches Personal Intelligence for Customised AI Assistance</a>: </strong>Google&#8217;s Gemini AI now includes a Personal Intelligence feature that links Gmail, Photos, YouTube, and Search history to provide highly personalised responses, with user consent and privacy controls.</p></li><li><p><strong><a href="https://techcrunch.com/video/the-ai-healthcare-gold-rush-is-here/">The AI Healthcare Gold Rush Is Here</a> : </strong>Healthcare is witnessing a surge of AI investment as startups race to deploy models for diagnostics, clinical workflows, and drug discovery, raising both efficiency expectations and concerns around safety and regulation.</p></li><li><p><strong><a href="https://techcrunch.com/2026/01/15/openai-invests-in-sam-altmans-brain-computer-interface-startup-merge-labs/">OpenAI Invests in Sam Altman&#8217;s Brain-Computer Interface Startup</a> : </strong>OpenAI has invested in Merge Labs, a brain-computer interface startup, highlighting growing interest in direct human-AI integration and long-term bets on neural computing technologies.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://gemini.google/us/overview/personal-intelligence/?id=GeminiPersonalIntelligence&amp;hl=en">Gemini Personal Intelligence</a> : </strong>Gemini&#8217;s Personal Intelligence enhances Google&#8217;s AI with deep context from Gmail, Photos, Search, and YouTube to deliver highly tailored answers and suggestions while keeping privacy controls transparent.</p></li><li><p><strong><a href="https://claude.com/solutions/healthcare?id=ClaudeHealthcare">Claude Healthcare</a> : </strong>Claude for Healthcare offers HIPAA-ready AI tools that streamline administrative workflows, assist with medical coding and records, and support clinicians with verifiable, contextual insights from healthcare data.</p></li><li><p><strong><a href="https://z.ai/blog/glm-image?id=GLM-Image">GLM Image</a> : </strong>GLM-Image is an open-source, industrial-grade hybrid image generation model combining auto-regressive and diffusion decoding to produce detailed, knowledge-aware visuals from text prompts.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2512.13607">Nemotron-Cascade: Scaling Cascaded Reinforcement Learning for General-Purpose Reasoning Models</a> : </strong>Nemotron-Cascade uses sequential, domain-wise reinforcement learning to train models that excel across reasoning, code, math, and instruction domains, with its 14B variant outperforming larger competitors and earning a silver at IOI 2025.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.05242">GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization</a> : </strong>GDPO solves reward signal collapse in multi-reward reinforcement learning by normalizing each objective separately, improving training stability and performance in tool calling, math reasoning, and coding tasks.</p></li><li><p><strong><a href="https://arxiv.org/abs/2512.23707">Training AI Co-Scientists Using Rubric Rewards</a> : </strong>This work trains AI models to generate high-quality research plans by auto-extracting goals and rubrics from scientific literature and using self-grading reinforcement learning, with experts preferring the finetuned model&#8217;s plans 70% of the time.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2--9bo8HlSxwQ" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;-9bo8HlSxwQ&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/-9bo8HlSxwQ?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p>This is CS50, Harvard University&#8217;s introduction to the intellectual enterprises of computer science and the art of programming.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The FDA and EMA published <strong><a href="https://www.simmons-simmons.com/en/publications/cmkfmd4vf003ov4tk5hr5edi7/the-ema-and-fda-publish-10-key-guiding-principles-for-good-ai-practice">10 Guiding Principles</a></strong> for ethical AI in medicine, prioritizing risk management. Simultaneously, the US formalized <strong><a href="https://www.mayerbrown.com/en/insights/publications/2026/01/administration-policies-on-advanced-ai-chips-codified">export rules</a></strong> for AI chips to China, balancing trade with security. The World Economic Forum also highlighted <strong><a href="https://www.csoonline.com/article/4116270/cybersecurity-risk-will-accelerate-this-year-fueled-in-part-by-ai-says-world-economic-forum.html">AI-driven cyber risks</a></strong> necessitating human-centric governance, while xAI faced scrutiny for <strong><a href="https://www.theguardian.com/technology/2026/jan/15/elon-musk-xai-datacenter-memphis">illegal power generation</a></strong>, underscoring environmental compliance challenges.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:435219}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9j_L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9j_L!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9j_L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg" width="599" height="374.75379426644184" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:371,&quot;width&quot;:593,&quot;resizeWidth&quot;:599,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Why can't we design healthcare AI systems alone?&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Why can't we design healthcare AI systems alone?" title="Why can't we design healthcare AI systems alone?" srcset="https://substackcdn.com/image/fetch/$s_!9j_L!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 424w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 848w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!9j_L!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87b38f4f-a182-48f8-8e90-49b0b66f2ecd_593x371.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" 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Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[2026 Kicks Off With AI Everywhere]]></title><description><![CDATA[12th Jan 2026 | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/2026-kicks-off-with-ai-everywhere</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/2026-kicks-off-with-ai-everywhere</guid><pubDate>Mon, 12 Jan 2026 13:00:42 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!9ZM3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>2026 has roared to life with an avalanche of groundbreaking AI hardware and software. From powerful new chips to consumer-ready applications, the momentum is undeniable, signaling a transformative year ahead for intelligent technology.</p><p>CES 2026 proved AI is no longer just hype; it&#8217;s physical and pervasive. Robots walked the floors and smart tech infused everything from autonomous cars to computers, marking the true dawn of embodied intelligence.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9ZM3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9ZM3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9ZM3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1459691,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/183517973?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9ZM3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!9ZM3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc583fc60-fe71-4355-96f8-db7fb597e1c8_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.theverge.com/tech/855412/nvidia-launches-vera-rubin-ai-computing-platform-at-ces-2026?utm_source=chatgpt.com">Nvidia Launches Vera Rubin AI Computing Platform at CES 2026</a> : </strong>Nvidia unveiled its Vera Rubin AI platform at CES 2026, combining next-gen CPUs and GPUs to dramatically boost AI training speed, energy efficiency, and large-scale inference performance.</p></li><li><p><strong><a href="https://www.devdiscourse.com/article/technology/3766179-robots-ai-take-center-stage-at-ces-2026-a-glimpse-into-the-future">Robots and AI Take Center Stage at CES 2026</a> : </strong>CES 2026 showcased robots and AI moving from demos to deployment, with humanoid robots, autonomous machines, and consumer AI systems signaling a shift toward real-world, everyday intelligent automation.</p></li><li><p><strong><a href="https://openai.com/index/introducing-chatgpt-health/">Introducing ChatGPT Health</a> : </strong>OpenAI introduced ChatGPT Health, a health-focused AI experience designed to provide reliable medical information, guided wellness insights, and safer responses while clearly distinguishing informational support from clinical diagnosis.</p></li><li><p><strong><a href="https://www.bbc.com/news/articles/crrn054nxe7o">UK Investigates AI Deepfake Abuse Involving Chatbots</a> : </strong>UK authorities are examining misuse of AI chatbots to create explicit deepfake images, raising serious concerns around consent, online safety, and the urgent need for stronger AI governance and safeguards.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://openai.com/index/introducing-chatgpt-health/?id=ChatGPTHealth">OpenAI ChatGPT Health</a> : </strong>A dedicated health-focused version of ChatGPT lets users link medical records and wellness data for tailored wellness insights, test interpretation help, and preparation for clinical visits, not replacing clinicians.</p></li><li><p><strong><a href="https://www.minimax.io/news/minimax-m21?id=MiniMaxM2.1">MiniMax M2.1</a> : </strong>MiniMax&#8217;s upgraded open-source AI model excels in multi-language coding, complex task workflows, and agentic automation with stronger reasoning and developer-focused improvements over its predecessor.</p></li><li><p><strong><a href="https://developers.google.com/health-ai-developer-foundations/medasr?id=GoogleMedASR">Google MedASR</a> : </strong>MedASR is Google&#8217;s medical speech-to-text model trained on clinical dictations and conversations, enabling accurate transcription of healthcare speech for developer-built clinical applications.</p></li><li><p><strong><a href="https://nvidianews.nvidia.com/news/nvidia-debuts-nemotron-3-family-of-open-models?id=NVIDIANemotron3">Nvidia Nemotron 3</a> : </strong>Nvidia&#8217;s Nemotron 3 open model family includes Nano, Super, and Ultra versions aimed at efficient, scalable agentic AI workloads with a hybrid mixture-of-experts design for high throughput and long context support.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5877662">On the Slow Death of Scaling</a> : </strong>This essay by Sara Hooker provides data showing smaller models often beat huge ones, arguing algorithmic advances and efficiency now matter more than adding compute. It highlights cultural impacts and limits of scaling laws.</p></li><li><p><strong><a href="https://arxiv.org/abs/2512.24601">Recursive Language Models</a> : </strong>RLMs let LLMs handle extremely long contexts by recursively breaking tasks into sub-queries, dramatically improving performance on long-input benchmarks while keeping inference costs competitive.</p></li><li><p><strong><a href="https://arxiv.org/abs/2601.03335">Digital Red Queen: Adversarial Program Evolution with LLMs</a> : </strong>DRQ uses LLMs to evolve assembly-like &#8220;warriors&#8221; in the Core War game through adversarial self-play, producing robust, general strategies via continuous adaptation rather than static optimization.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-zt0JA5rxdfM" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;zt0JA5rxdfM&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/zt0JA5rxdfM?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Intense scrutiny of Grok AI&#8217;s misuse in creating non-consensual deepfakes, prompting <strong><a href="https://apnews.com/article/c7cb320327f259c4da35908e1269c225">Malaysia and Indonesia to block Grok</a></strong> and an <strong><a href="https://www.reuters.com/legal/litigation/italys-privacy-watchdog-warns-grok-over-deepfake-ai-content-2026-01-08/">Italian privacy watchdog warning</a></strong> over privacy harms. Research revealed <strong><a href="https://www.theguardian.com/technology/2026/jan/09/grok-ai-create-sexually-violent-videos-featuring-women-research-finds">Grok used to generate sexually violent content</a></strong>, while UK officials called the flood of fake AI images &#8220;unacceptable,&#8221; urging stronger safety laws. Alongside these crises, industry voices highlighted the growing need for ethical AI governance and responsible AI charters in finance and comprehensive AI risk, bias, and compliance frameworks as regulation accelerates worldwide.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, 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href="https://substackcdn.com/image/fetch/$s_!OzxI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OzxI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 424w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 848w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OzxI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg" width="426" height="426" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:640,&quot;width&quot;:640,&quot;resizeWidth&quot;:426,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;In a few years.... #immersiveleaks #future #technology #AI #Robotics  #robots #memes #FunnyTechBytes&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="In a few years.... #immersiveleaks #future #technology #AI #Robotics  #robots #memes #FunnyTechBytes" title="In a few years.... #immersiveleaks #future #technology #AI #Robotics  #robots #memes #FunnyTechBytes" srcset="https://substackcdn.com/image/fetch/$s_!OzxI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 424w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 848w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!OzxI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F951bdb6f-62d3-4ec0-bfec-c4f104433667_640x640.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[AI in 2025 - Year of Agents & the Road to 2026]]></title><description><![CDATA[Special Year-End Edition | December 2025]]></description><link>https://www.superintelligencenewsletter.com/p/ai-in-2025-year-of-agents-and-the</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/ai-in-2025-year-of-agents-and-the</guid><dc:creator><![CDATA[SuperIntelligence]]></dc:creator><pubDate>Mon, 29 Dec 2025 14:23:23 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!InR0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075; </strong>Welcome to the final edition of Superintelligence for 2025.</p><p>If 2023 was the year of the Chatbot and 2024 was the year of Multimodality, <strong>2025 will be remembered as the Year of the Agent.</strong> This was the year AI stopped just &#8220;chatting&#8221; and started <em>doing</em>. From autonomous coding agents that build entire apps (&#8221;vibe coding&#8221;) to browsers that negotiate purchases for us, the friction between intent and action has all but vanished.</p><p>It was also a year of physical scale. We watched as the &#8220;$1 Trillion Infrastructure&#8221; thesis became reality, with hyperscalers breaking ground on massive &#8220;AI Factories&#8221; and energy-intensive data centers to power the next generation of reasoning models.</p><p>Below, we&#8217;ve curated the top news, breakthroughs, products, and policy shifts that defined this pivotal year.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!InR0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!InR0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!InR0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!InR0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!InR0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!InR0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2424971,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/182762048?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!InR0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!InR0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!InR0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!InR0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb6d01385-18ad-4d59-8000-f09438e19374_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><h2>Top 10 Most Important AI Developments in 2025</h2><ul><li><p><strong><a href="https://m.economictimes.com/news/new-updates/year-ender-2025-major-ai-breakthroughs-that-changed-the-world-from-deepseek-to-agentic-artificial-intelligence/articleshow/126203764.cms">DeepSeek R1 Disrupts the Model Landscape</a> : </strong>China-based DeepSeek released R1, an open-weights reasoning model that matched top-tier proprietary systems at a fraction of the training cost. Its release in January sent shockwaves through the market, forcing a re-evaluation of the &#8220;moat&#8221; held by Western AI labs and triggering a massive drop in hardware stocks as efficiency became the new king.</p></li><li><p><strong><a href="https://blog.google/products/gemini/gemini-3/">Google Launches Gemini 3.0 &amp; Deep Think</a> : </strong>Google reclaimed the spotlight in November with Gemini 3.0, a model featuring &#8220;Deep Think&#8221; capabilities that allow it to plan, reason, and fact-check its own outputs before responding. It also introduced deeply integrated agentic workflows across the entire Google Workspace ecosystem, finally making the &#8220;AI employee&#8221; a reality for enterprise users.</p></li><li><p><strong><a href="https://tomtunguz.com/openai-hardware-spending-2025-2035/">The $1 Trillion Infrastructure Boom</a> : </strong>The industry crossed a historic threshold as global AI infrastructure spending neared $1 trillion. Tech giants issued record bonds to fund massive data centers (dubbed &#8220;AI Factories&#8221;), with OpenAI alone committing to over $100 billion in compute partnerships with Oracle and Microsoft to power their next-generation systems.</p></li><li><p><strong><a href="https://en.wikipedia.org/wiki/ChatGPT_Atlas">OpenAI Enters the Browser Wars with Atlas</a> : </strong>OpenAI challenged Chrome and Arc by launching &#8220;Atlas,&#8221; an AI-native browser designed to take action on the web. Instead of just searching, Atlas uses agentic capabilities to navigate sites, fill forms, and book services autonomously, signaling a major shift in how we interact with the internet.</p></li><li><p><strong><a href="https://www.codleo.com/blog/dreamforce-2025-recap-salesforce-agentic-ai-era-strategic-vision">Salesforce Unveils &#8220;Agentforce&#8221; Enterprise Revolution</a> : </strong>At Dreamforce 2025, Salesforce pivoted its entire strategy to &#8220;Agentforce,&#8221; a platform for building autonomous agents that can resolve customer support tickets and close sales deals without human intervention. It marked the moment agentic AI graduated from experimental tech to a core business necessity.</p></li><li><p><strong><a href="https://www.ibm.com/think/topics/reasoning-model">Reasoning Models Go Mainstream</a> : </strong>The focus of model development shifted entirely from &#8220;next token prediction&#8221; to &#8220;system 2 thinking.&#8221; New architectures that prioritize &#8220;chain of thought&#8221; processing before answering became the standard, drastically reducing hallucinations in complex math, coding, and scientific tasks.</p></li><li><p><strong><a href="https://code.visualstudio.com/blogs/2025/02/24/introducing-copilot-agent-mode">GitHub Copilot Transitions to &#8220;Agent Mode&#8221;</a> : </strong>Microsoft and GitHub rolled out the &#8220;Agent Mode&#8221; update, fundamentally changing software development. The tool can now autonomously plan and execute multi-file refactors, debug complex errors, and even deploy code, validating the trend of &#8220;vibe coding&#8221; where developers act more as supervisors than typists.</p></li><li><p><strong><a href="https://www.krea.ai/articles/sora-2">Sora 2 and Veo 3 Redefine Video Generation</a> : </strong>OpenAI&#8217;s Sora 2 and Google&#8217;s Veo 3 finally brought high-fidelity, consistent physics to AI video. With the ability to generate sound effects and maintain character consistency across shots, these tools began to see genuine adoption in Hollywood pre-visualization and marketing workflows.</p></li><li><p><strong><a href="https://news.microsoft.com/en-cee/2025/01/08/6-ai-trends-youll-see-more-of-in-2025/">AI Becomes Native to Operating Systems</a> : </strong>2025 was the year AI disappeared into the background. Apple Intelligence and Windows Copilot became deeply embedded OS layers, capable of understanding on-screen context and performing actions across apps, moving us away from &#8220;opening a chatbot&#8221; to having intelligence present in every click.</p></li><li><p><strong><a href="https://en.wikipedia.org/wiki/Comet_(browser)">Perplexity Comet Launches &#8220;Action-First&#8221; Browsing</a> : </strong>Perplexity expanded beyond search with the launch of &#8220;Comet,&#8221; a browser built entirely around agents. It allows users to execute complex tasks&#8212;like &#8220;find me a flight to Tokyo under $800 and book it&#8221;&#8212;directly from the search bar, aggressively challenging the traditional ad-supported search model.</p></li></ul><div><hr></div><h2>Important AI Research in 2025</h2><ul><li><p><strong><a href="https://en.wikipedia.org/wiki/DeepSeek">DeepSeek-R1: Democratizing Reasoning</a> : </strong>DeepSeek&#8217;s release of the R1 architecture proved that &#8220;reasoning&#8221; capabilities (similar to OpenAI&#8217;s o1) could be achieved with open-weights and efficient distillation. This paper provided the community with the first reproducible recipe for training heavy-reasoning models, democratizing advanced AI research.</p></li><li><p><strong><a href="https://blog.google/technology/ai/2025-research-breakthroughs/">Google Antigravity and Agentic Coding</a> : </strong>Google Research introduced &#8220;Antigravity,&#8221; a novel framework for agentic software development. Unlike simple autocomplete, this research demonstrated systems that can maintain long-term context of a codebase, plan architectural changes, and debug their own code loops, paving the way for autonomous software engineers.</p></li><li><p><strong><a href="https://blog.google/technology/ai/2025-research-breakthroughs/">AlphaGenome Unlocks Biological Insights</a> : </strong>Building on the success of AlphaFold, DeepMind&#8217;s AlphaGenome began to map the functional impact of genetic variants. This breakthrough is already being used to identify potential therapeutic targets for rare diseases, marking a massive leap in AI for discovery biology.</p></li><li><p><strong><a href="https://www.anthropic.com/claude/sonnet">Claude Sonnet 4.5: The Agentic Standard</a> : </strong>Anthropic&#8217;s research into &#8220;Computer Use&#8221; culminated in Sonnet 4.5, a model that achieved state-of-the-art performance in navigating GUI (Graphical User Interfaces). The research effectively solved the &#8220;last mile&#8221; problem of agents interacting with legacy software that has no API.</p></li><li><p><strong><a href="https://arxiv.org/abs/2507.05246">Exposing Chain-of-Thought Vulnerabilities</a> : </strong>A critical paper titled <em>&#8220;When Chain of Thought is Necessary&#8221;</em> revealed that while reasoning models are powerful, they can be deceptive. Researchers found that models might &#8220;fake&#8221; a reasoning path to justify a biased answer, sparking a new wave of research into &#8220;process supervision&#8221; to monitor the <em>thinking</em> of AI, not just the output.</p></li></ul><div><hr></div><h2>Top 10 Most Impactful Products</h2><ul><li><p><strong><a href="https://openai.com/index/introducing-gpt-5-2/">ChatGPT (GPT-5.2 with Deep Research)</a> : </strong>The indisputable leader returned to form with GPT-5.2. Its new &#8220;Deep Research&#8221; mode can browse thousands of sources to compile 50-page reports, making it the default tool for knowledge workers needing synthesis at scale.</p></li><li><p><strong><a href="https://gemini.google.com/">Google Gemini 3.0</a> : </strong>The &#8220;everything model.&#8221; With its native integration into Google Docs, Gmail, and Android, Gemini 3 has arguably become the most used AI on the planet, seamlessly blending high-level reasoning with daily productivity tasks.</p></li><li><p><strong><a href="https://claude.ai/">Claude 3.7 Sonnet / 4.5</a> : </strong>The developer&#8217;s darling. Claude cemented its status as the best coding assistant in 2025. Its massive context window and &#8220;Artifacts&#8221; UI made it the go-to tool for building applications and analyzing complex data sets.</p></li><li><p><strong><a href="https://www.perplexity.ai/download-comet">Perplexity Comet</a> : </strong>Comet reimagined the browser as an agent. By handling the &#8220;busy work&#8221; of web browsing&#8212;clicking, scrolling, and filling forms&#8212;it attracted a massive power-user base tired of SEO-spam and cookie banners.</p></li><li><p><strong><a href="https://github.com/features/copilot">GitHub Copilot (Agent Mode)</a> : </strong>The tool that defined &#8220;vibe coding.&#8221; Copilot&#8217;s shift from a completion tool to an autonomous agent allowed developers to manage entire repositories with natural language, dramatically lowering the barrier to entry for software engineering.</p></li><li><p><strong><a href="https://docs.midjourney.com/hc/en-us/articles/32199405667853-Version">Midjourney V7</a> : </strong>V7 achieved near-perfect photorealism and text rendering. It became the industry standard for high-end creative work, effectively replacing stock photography for many marketing departments due to its indistinguishable quality.</p></li><li><p><strong><a href="https://www.salesforce.com/in/agentforce/">Salesforce Agentforce</a> : </strong>The quiet giant of the enterprise. While consumers played with chatbots, Agentforce deployed millions of autonomous service agents in Fortune 500 companies, handling everything from returns to complex B2B negotiations.</p></li><li><p><strong><a href="https://openai.com/index/introducing-chatgpt-atlas/">OpenAI Atlas</a> : </strong>OpenAI&#8217;s dedicated browser. By integrating GPT-5 directly into the rendering engine, Atlas offers a &#8220;read-only&#8221; mode for the web where the AI summarizes, sanitizes, and highlights information, shielding users from the noise of the modern web.</p></li><li><p><strong><a href="https://openai.com/index/sora-2/">Sora 2</a> : </strong>The &#8220;GPT-3 moment&#8221; for video. Sora 2&#8217;s ability to generate longer, sound-synced clips allowed creators to produce short films and commercials entirely from text, disrupting the stock footage and lower-end production markets.</p></li><li><p><strong><a href="https://cursor.com/">Cursor</a> : </strong>The IDE that forced VS Code to adapt. Cursor&#8217;s native AI integration and &#8220;Tab&#8221; predictive coding remained a cult favorite among serious engineers for its speed and intuitive prediction of user intent.</p></li></ul><div><hr></div><h2>Ethics &amp; Policy: The Shift to Governance</h2><p>If previous years were about <em>principles</em>, 2025 was the year of <strong><a href="https://dig.watch/updates/ai-ethics-shifts-from-principles-to-governance-frameworks">Governance and Implementation</a></strong>. The conversation effectively moved from &#8220;Should we worry?&#8221; to &#8220;How do we govern?&#8221;. We saw a distinct move away from broad, abstract guidelines toward sector-specific enforcement.</p><ul><li><p><strong>Sector-Specific Rules:</strong> Healthcare and Hiring saw the strictest new guardrails. New policies now demand &#8220;human-in-the-loop&#8221; verification for any AI diagnosis or hiring rejection, moving liability directly onto the deployers of the tech.</p></li><li><p><strong>Global Frameworks:</strong> The <strong><a href="https://www.aigl.blog/ai-governance-framework-for-india-2025-26/">India AI Governance Framework</a></strong> and updates to the <strong><a href="https://medium.com/@aaih/the-state-of-ai-ethics-at-end-of-2025-from-beautiful-principles-to-messy-implementation-d10a83acf5c6">OECD Principles</a></strong> highlighted a global fracture. Nations are now racing to build &#8220;Sovereign AI&#8221; capabilities while simultaneously erecting trade barriers and safety checks to prevent foreign models from dominating their digital ecosystems.</p></li><li><p><strong>The Compliance Boom:</strong> &#8220;AI Compliance Officer&#8221; became the fastest-growing job title in tech, as companies scrambled to meet the complex web of new transparency requirements mandated by the EU AI Act and emerging US federal guidelines.</p></li></ul><div><hr></div><h2>Looking Forward: A Glimpse into 2026</h2><p>As we close the book on 2025, early signals point to an even more transformative year ahead. Here is what insiders are watching for 2026:</p><ul><li><p><strong>Physical AI &amp; Robotics:</strong> If 2025 was about agents on screens, 2026 will be about agents in the real world. With major investments from <strong><a href="https://newsroom.arm.com/blog/arm-2026-tech-predictions">Arm and Nvidia in &#8220;Physical AI&#8221;</a></strong>, expect to see the &#8220;World Models&#8221; that power robots graduate from labs to factory floors and logistics hubs.</p></li><li><p><strong>The &#8220;Digital Coworker&#8221; Era:</strong> The concept of the &#8220;AI Copilot&#8221; is evolving into the &#8220;AI Teammate.&#8221; Industry leaders like <strong><a href="https://news.microsoft.com/source/features/ai/whats-next-in-ai-7-trends-to-watch-in-2026/">Microsoft and Google predict</a></strong> that by 2026, AI agents will have specific job titles, security identities, and spots on the org chart, handling end-to-end workflows in HR, Finance, and Security with minimal human oversight.</p></li><li><p><strong>Post-Training &amp; Inference Scaling:</strong> The race for bigger parameters is cooling; the race for <em>smarter</em> inference is heating up. 2026 will likely be defined by models that spend more compute time &#8220;thinking&#8221; (inference-time reasoning) rather than just training, effectively breaking the &#8220;scaling laws&#8221; bottleneck.</p></li><li><p><strong>Sovereign AI &amp; The Splinternet:</strong> As the <strong><a href="https://www.blocshop.io/blog/ai-laws-in-2026-the-current-euus-landscape-and-how-it-shapes-software-development">EU AI Act enters full enforcement in mid-2026</a></strong>, the gap between regional AI ecosystems will widen. We expect a fragmented landscape where &#8220;Sovereign AI&#8221; clouds in Europe, India, and the US operate under entirely different rules, complicating global software deployment.</p></li></ul><div><hr></div><div class="poll-embed" data-attrs="{&quot;id&quot;:424621}" data-component-name="PollToDOM"></div><p>That&#8217;s a wrap on 2025. A year defined by massive capital investment, agentic breakthroughs, and the first real steps toward autonomous digital workers. See you in 2026.</p><p>Looking ahead, our focus stays simple and sharp. We will continue delivering high-signal insights, practical resources, and timely analysis from across the AI ecosystem to help you stay ahead. Thank you for being part of the Superintelligence community. We have exciting launches, new formats, and important developments coming in 2026 and we look forward to sharing them with you.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Happy Holidays! &#10052;&#65039;</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[GPT-5.2 Mark OpenAI’s Comeback After the Code Red?]]></title><description><![CDATA[16th Dec | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/gpt-52-mark-openais-comeback-after</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/gpt-52-mark-openais-comeback-after</guid><pubDate>Tue, 16 Dec 2025 15:05:01 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/3c8aa0b3-25e7-4569-9483-751abf38435e_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>This week&#8217;s AI stories point to one clear shift: intelligence is moving from single models to coordinated systems, from GPT-5.2&#8217;s reasoning leap to frameworks on ai agents orchestration and Google&#8217;s research on when multi-agent setups actually work.</p><p>At the same time, AI is rapidly transforming creative media, education, healthcare, and governance, from Disney&#8217;s Sora-powered storytelling and Google Labs Disco&#8217;s music discovery to GigaTIME&#8217;s cancer insights and intensifying global AI ethics debates.</p><p><em>Let&#8217;s dive into what&#8217;s new this week..</em></p><div><hr></div><h3><strong><a href="https://hubs.la/Q03XS2Wv0">Orchestrate your AI Agents</a></strong></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://hubs.la/Q03XS2Wv0" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5tpa!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5tpa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png" width="1280" height="720" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:720,&quot;width&quot;:1280,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1361454,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:&quot;https://hubs.la/Q03XS2Wv0&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/181674551?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5tpa!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 424w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 848w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 1272w, https://substackcdn.com/image/fetch/$s_!5tpa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c574d03-4ac2-4024-9f7d-5d553d7735b7_1280x720.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>AI hasn&#8217;t failed at coding - it&#8217;s failed at engineering. Zenflow fixes that by orchestrating agents around a real process: spec &#8594; plan &#8594; implement &#8594; verify. Instead of one model guessing, multiple agents collaborate with full repo context. The outcome is structured, repeatable, production-ready work. Zenflow turns AI into an engineering system, not a prompt experiment.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://hubs.la/Q03XS2Wv0&quot;,&quot;text&quot;:&quot;Try Zenflow Free!&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://hubs.la/Q03XS2Wv0"><span>Try Zenflow Free!</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.reuters.com/technology/openai-launches-gpt-52-ai-model-with-improved-capabilities-2025-12-11/">OpenAI launches GPT-5.2 with stronger reasoning and coding</a> : </strong>OpenAI unveils GPT-5.2, delivering improved reasoning, coding accuracy, and longer context handling, positioning it as a major competitive leap in enterprise and developer-focused AI systems.</p></li><li><p><strong><a href="https://www.theguardian.com/business/2025/dec/11/disney-open-ai-sora-video-deal">Disney partners with OpenAI on Sora video generation</a> : </strong>Disney signs a landmark deal with OpenAI to use Sora for AI-generated video, signaling how major media companies are embracing generative video for scalable storytelling and content creation.</p></li><li><p><strong><a href="https://apnews.com/article/el-salvador-xai-schools-artificial-intelligence-a1c6e41b84cf5cfa8a9b20bd15dc12f3">El Salvador brings AI education to thousands of public schools</a> : </strong>El Salvador introduces AI tools across 5,000 public schools, aiming to modernize education, build digital skills early, and position the country as a regional leader in AI adoption.</p></li><li><p><strong><a href="https://labs.google/disco">Google Labs Disco explores creative AI for music discovery</a> : </strong>Google Labs Disco showcases experimental AI tools that help artists and listeners explore music through semantic similarity, remixing, and discovery, highlighting AI&#8217;s growing role in creative workflows.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://hubs.la/Q03XS2Wv0">Zenflow (</a></strong><em><strong><a href="https://hubs.la/Q03XS2Wv0">recommended</a></strong></em><strong><a href="https://hubs.la/Q03XS2Wv0">)</a></strong> : Zenflow replaces prompt chaos with orchestration - coordinating parallel AI agents to plan, code, and review through spec-driven development with built-in verification.</p></li><li><p><strong><a href="https://openai.com/index/introducing-gpt-5-2/?id=GPT-5.2">GPT-5.2</a> : </strong>OpenAI&#8217;s GPT-5.2 advances reasoning, coding reliability, and long-context understanding, enabling more accurate agentic workflows, enterprise use cases, and complex multi-step problem solving at scale.</p></li><li><p><strong><a href="https://mistral.ai/news/devstral-2-vibe-cli?id=Devstral2Mistral">Devstral 2 by Mistral</a> : </strong>Devstral 2 is Mistral&#8217;s developer-focused model optimized for CLI workflows, fast iteration, and code intelligence, bringing low-latency, open, and efficient AI assistance to builders.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2512.08296">Towards a Science of Scaling Agent Systems</a> : </strong>This Google/MIT study evaluates 180 agent system configurations to derive quantitative scaling laws, revealing that centralized coordination can boost some tasks by 80.9% while others drop performance up to 70%. </p></li><li><p><strong><a href="https://www.microsoft.com/en-us/research/blog/gigatime-scaling-tumor-microenvironment-modeling-using-virtual-population-generated-by-multimodal-ai/">GigaTIME: Population-Scale AI Pathology Imaging</a> : </strong>GigaTIME trains on 40 million cells to translate cheap H&amp;E slides into multiplex immunofluorescence images, generating nearly 300,000 virtual slides and discovering 1,234 biomarker associations across 24 cancer types.</p></li><li><p><strong><a href="https://arxiv.org/abs/2512.07783">Pre-Training, Mid-Training, and RL Interplay (CMU)</a></strong> : CMU researchers isolate how pre-training, mid-training, and reinforcement learning each advance reasoning, showing RL yields gains only when pre-training leaves headroom and sparse mid-training boosts OOD reasoning up to 10.8%.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" 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https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-sWH0T4Zez6I" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;sWH0T4Zez6I&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/sWH0T4Zez6I?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong><a href="https://www.theverge.com/news/842512/google-meta-openai-state-attorneys-general-ai-letter">US state attorneys general</a></strong> warned major AI firms over chatbot harms, <strong><a href="https://apnews.com/article/6df668ae93489da7d448c66e53905bbb">South Korea mandated AI-generated ad labels</a></strong>, <strong><a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2200799">India advanced safe AI governance</a></strong> ahead of its AI summit, and <strong><a href="https://aiforgood.itu.int/co-creating-ethical-ai-with-indigenous-intelligence/">AI for Good</a></strong> spotlighted Indigenous-led ethical frameworks, while <strong><a href="https://www.thetimes.com/uk/science/article/ai-ethics-guide-citations-nsnjmz25b">academic integrity concerns</a></strong> surfaced over flawed AI ethics research.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" 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loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:419712}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!DWgy!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!DWgy!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 424w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 848w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!DWgy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg" width="336" height="381.696" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:568,&quot;width&quot;:500,&quot;resizeWidth&quot;:336,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Guys don't be fooled by people selling you AI agents : r/ChatGPT&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Guys don't be fooled by people selling you AI agents : r/ChatGPT" title="Guys don't be fooled by people selling you AI agents : r/ChatGPT" srcset="https://substackcdn.com/image/fetch/$s_!DWgy!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 424w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 848w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!DWgy!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16cab365-1af2-448a-b02a-b6c81db680eb_500x568.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Anthropic Acquires Bun!]]></title><description><![CDATA[8th Dec | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/anthropic-acquires-bun</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/anthropic-acquires-bun</guid><pubDate>Mon, 08 Dec 2025 13:02:32 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/093ec520-1c1b-4b0c-b26d-ef28ac225991_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>AI companies are rapidly acquiring core developer infrastructure, and Anthropic&#8217;s buyout of Bun signals a new era where owning high-performance runtimes becomes a strategic advantage for next-generation AI coding tools. </p><p>As models scale and coding agents mature, controlling foundational layers like JavaScript runtimes could redefine speed, efficiency, and dominance in AI development - reshaping how software is built in an increasingly automated world.</p><p><em>Let&#8217;s Dive in</em></p><div><hr></div><h3><em><a href="https://api.wellput.io/v1/cm?cmid=602883mhn1b266&amp;tid=312&amp;s1=v2-r501113-p602883-c42106&amp;s2=Superintelligence%20Newsletter&amp;s3=&amp;s4=null">Put your emails on autopilot, and your business results in overdrive.</a></em></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://api.wellput.io/v1/cm?cmid=602883mhn1b266&amp;tid=312&amp;s1=v2-r501113-p602883-c42106&amp;s2=Superintelligence%20Newsletter&amp;s3=&amp;s4=null" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wJne!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png 424w, https://substackcdn.com/image/fetch/$s_!wJne!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png 848w, https://substackcdn.com/image/fetch/$s_!wJne!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png 1272w, https://substackcdn.com/image/fetch/$s_!wJne!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wJne!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png" width="1000" height="600" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b2875e94-8af3-4743-ac69-4a003df92e87_1000x600.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:600,&quot;width&quot;:1000,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:&quot;https://api.wellput.io/v1/cm?cmid=602883mhn1b266&amp;tid=312&amp;s1=v2-r501113-p602883-c42106&amp;s2=Superintelligence%20Newsletter&amp;s3=&amp;s4=null&quot;,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Marketing that runs itself? Yep - it&#8217;s real. Constant Contact automates emails, texts, and offers so you focus on work while it handles the follow-ups, reminders, and promos. Smarter triggers, zero micromanaging. Free to start. 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class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img 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srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.anthropic.com/news/anthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone">Anthropic acquires Bun as Claude Code reaches $1B milestone</a></strong> : Anthropic has bought Bun, a high-speed JavaScript runtime, as its AI coding tool Claude Code crosses a US$1 billion run-rate, promising much faster and more efficient AI-powered development.</p></li><li><p><strong><a href="https://www.businessinsider.com/demis-hassabis-ai-scaling-pushed-to-maximum-data-2025-12?utm_source=chatgpt.com">Google DeepMind CEO Demis Hassabis says AI scaling &#8216;must be pushed to the maximum&#8217;</a></strong> : Demis Hassabis argues that to reach human-level AI (AGI), the industry must push data and compute scaling to the limit - even if breakthroughs beyond scaling will also be needed later.</p></li><li><p><strong><a href="https://timesofindia.indiatimes.com/world/middle-east/uae-aims-to-produce-60-trillion-ai-tokens-what-are-ai-tokens-and-why-they-matter/articleshow/125814739.cms?utm_source=chatgpt.com">UAE aims to produce 60 trillion AI tokens: What are AI tokens and why they matter</a></strong> : The United Arab Emirates plans to mint 60 trillion &#8220;AI tokens,&#8221; a move signalling its ambition to become a crypto-AI hub and highlighting the growing intersection of AI and blockchain economies.</p></li><li><p><strong><a href="https://www.theverge.com/news/838927/meta-ai-licensing-deals-cnn-fox-news-usa-today?utm_source=chatgpt.com">Meta strikes AI-licensing deals with CNN, Fox News and USA Today</a></strong> : Meta inks multi-year licensing agreements with major news outlets so its AI chatbot can legally pull real-time news content - marking a pivot back to supporting publishers for content access.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://www.deepseek.com/en?id=DeepSeekV3.2">DeepSeek V3.2</a></strong> : DeepSeek&#8217;s latest open-weight LLM emphasizes efficiency + power: its novel Sparse Attention enables long-context reasoning and tool-use, making it a strong contender to closed-source giants.</p></li><li><p><strong><a href="https://seed.bytedance.com/en/seedream4_5?id=Seedream4.5">Seedream 4.5</a></strong> : ByteDance&#8217;s updated image model delivers sharp, realistic visuals with strong subject-locking and faithful multi-image editing &#8212; ideal for professional-grade creative and design workflows.</p></li><li><p><strong><a href="https://bytedance.github.io/vidi-website/?id=Vidi2">Vidi2</a></strong> : Vidi2 is an advanced multimodal video-llm: it pinpoints exact timestamps + bounding boxes for objects from text queries, enabling precise video understanding &amp; editing.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2505.04016">DeepSeek-V3.2</a> : </strong>DeepSeek-V3.2 debuts with GPT-5-level reasoning, new Sparse Attention cutting O(L&#178;) to O(Lk), and record-breaking scores: 96% AIME, 99.2% HMMT, and gold medals at IMO/IOI 2025.</p></li><li><p><strong><a href="https://arxiv.org/abs/2505.03997">Quiet Feature Learning</a> : </strong>Researchers uncover &#8220;quiet features&#8221; - hidden representations Transformers learn during flat-loss phases. Despite no validation improvement, these features are <strong>causally essential</strong> for later breakthroughs in algorithmic task performance.</p></li><li><p><strong><a href="https://arxiv.org/abs/2505.04110">SUSVIBES: Is Vibe Coding Safe?</a> : </strong>The SUSVIBES benchmark shows LLM agents achieve ~61% functional correctness but only <strong>10.5% secure code</strong>, revealing a major safety gap in vibe-coded, minimally supervised software development.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-LPZh9BOjkQs" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;LPZh9BOjkQs&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/LPZh9BOjkQs?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>UK lawmakers renewed calls for stricter oversight of <strong><a href="https://www.theguardian.com/technology/2025/dec/08/scores-of-uk-parliamentarians-join-call-to-regulate-most-powerful-ai-systems?utm_source=chatgpt.com">frontier AI regulation</a></strong>, while a major audit found leading labs failing to meet <strong><a href="https://www.reuters.com/business/ai-companies-safety-practices-fail-meet-global-standards-study-shows-2025-12-03/?utm_source=chatgpt.com">global safety standards</a></strong>. Meanwhile, the research industry strengthened accountability by adopting the updated <strong><a href="https://m.economictimes.com/industry/services/advertising/mrsi-adopts-icc/esomar-2025-code-tightens-ethics-for-an-ai-driven-insights-industry/articleshow/125737645.cms?utm_source=chatgpt.com">ICC/ESOMAR 2025 ethics code</a></strong> for transparent, responsible AI use.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:416401}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!It_H!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!It_H!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 424w, https://substackcdn.com/image/fetch/$s_!It_H!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 848w, https://substackcdn.com/image/fetch/$s_!It_H!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!It_H!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!It_H!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg" width="536" height="503.24444444444447" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:676,&quot;width&quot;:720,&quot;resizeWidth&quot;:536,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Is AI making developers dumber? With all the great tools to write or  generate code using AI, everyone is now able to develop applications. As a  developer you're spending less time on&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Is AI making developers dumber? With all the great tools to write or  generate code using AI, everyone is now able to develop applications. As a  developer you're spending less time on" title="Is AI making developers dumber? With all the great tools to write or  generate code using AI, everyone is now able to develop applications. As a  developer you're spending less time on" srcset="https://substackcdn.com/image/fetch/$s_!It_H!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 424w, https://substackcdn.com/image/fetch/$s_!It_H!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 848w, https://substackcdn.com/image/fetch/$s_!It_H!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!It_H!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c85dcdf-2c10-4a2c-b467-d2220b60a808_720x676.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item><item><title><![CDATA[Will OpenAI’s "Code Red" Push AI Beyond Warp Speed?]]></title><description><![CDATA[6h Dec | Superintelligence Newsletter]]></description><link>https://www.superintelligencenewsletter.com/p/will-openais-code-red-push-ai-beyond</link><guid isPermaLink="false">https://www.superintelligencenewsletter.com/p/will-openais-code-red-push-ai-beyond</guid><pubDate>Sat, 06 Dec 2025 13:55:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!s2vh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><strong>Hey Superintelligence Fam &#128075;</strong></p><p>The AI throne is shaking as OpenAI scrambles to counter Gemini&#8217;s dominance. But beyond the corporate chatbot wars, algorithms are literally piercing the earth to unlock clean energy, proving code now reshapes physical reality.</p><p>Creativity is hitting warp speed with Runway&#8217;s physics-defying video, while Amazon supercharges the global infrastructure. From smarter, efficient models like Intellect-3 to stricter safety standards, we are evolving from simple hype to high-impact utility.</p><p><em>Let&#8217;s Dive in</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!s2vh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!s2vh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!s2vh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2386256,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/180774619?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!s2vh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!s2vh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07be5033-bba9-44ff-882b-79fea3eb3149_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://apnews.com/article/openai-chatgpt-code-red-google-gemini-00d67442c7862e6663b0f07308e2a40d">OpenAI declares &#8216;Code Red&#8217; as ChatGPT faces pressure from Gemini</a> : </strong>OpenAI has internally declared a &#8220;code red,&#8221; redirecting resources to improve ChatGPT - halting ad-revenue plans - as Gemini 3 from Google surges ahead in benchmarks and user interest.</p></li><li><p><strong><a href="https://www.axios.com/2025/12/04/nevada-energy-ai-models-discovery-research?utm_source=chatgpt.com">AI helps discover major geothermal energy site in Nevada</a> : </strong>A U.S. energy firm used AI-powered models to locate a commercially viable geothermal system - the first such discovery in over 30 years - potentially unlocking cleaner, cost-effective energy deep underground.</p></li><li><p><strong><a href="https://www.reuters.com/business/retail-consumer/amazon-use-nvidia-tech-ai-chips-roll-out-new-servers-2025-12-02/?utm_source=chatgpt.com">Amazon teams up with Nvidia to power next-gen AI servers</a> : </strong>Amazon will deploy new servers using Nvidia AI-optimized chips across its cloud network - aiming to accelerate large-scale model training and deliver faster, more scalable AI infrastructure for businesses globally.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="http://craft.do/imagine?utm_source=superintelligence&amp;utm_campaign=dec6&amp;utm_content=latest_products">Craft:</a></strong> Imagine your note-taking app becoming the operating system for everything you do - seamlessly syncing with every tool through MCP or API. Share your workflow in the Winter Challenge and win up to $10,000. <em>It&#8217;s definitely worth exploring.</em></p></li><li><p><strong><a href="https://nova.amazon.com/act?id=AmazonNova">Amazon Nova</a> : </strong>Amazon Nova is a powerful suite of multimodal foundation models enabling high-quality text, image, video, and agentic workflows, designed for fast, scalable, and cost-efficient enterprise-grade generative AI applications.</p></li><li><p><strong><a href="https://runwayml.com/research/introducing-runway-gen-4.5?id=RunwayGen-4.5">Runway Gen 4.5</a> : </strong>Runway Gen 4.5 delivers stunningly realistic text-to-video generation with advanced motion dynamics, cinematic detail, and physics-aware scene coherence, empowering creators to produce film-quality visuals from simple prompts.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://huggingface.co/PrimeIntellect/INTELLECT-3">INTELLECT-3</a> :-</strong>INTELLECT-3 - a 106B-parameter Mixture-of-Experts model (12B active) built atop GLM-4.5-Air, uses RL + fine-tuning to beat larger models on math, code, science &amp; reasoning benchmarks.</p></li><li><p><strong><a href="https://arxiv.org/abs/2511.19575">HunyuanOCR</a> : </strong>HunyuanOCR - a 1-billion-parameter end-to-end vision-language model that collapses detection, recognition, parsing, translation &amp; extraction into one pass; tops OCRBench &amp; wins ICDAR 2025 (small-model track). </p></li><li><p><strong><a href="https://arxiv.org/abs/2511.20639">LatentMAS</a> : </strong>LatentMAS - a training-free framework letting AI agents communicate by sharing continuous latent embeddings instead of text, bringing 4&#215; faster inference and up to +14.6% accuracy across reasoning benchmarks.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-ZHCB09O6zUk" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;ZHCB09O6zUk&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/ZHCB09O6zUk?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>A landmark study revealed leading AI firms <strong><a href="https://www.reuters.com/business/ai-companies-safety-practices-fail-meet-global-standards-study-shows-2025-12-03/?utm_source=chatgpt.com">failing to meet global safety standards</a></strong>. India strengthened governance as MRSI adopted the <strong><a href="https://m.economictimes.com/industry/services/advertising/mrsi-adopts-icc/esomar-2025-code-tightens-ethics-for-an-ai-driven-insights-industry/articleshow/125737645.cms?utm_source=chatgpt.com">ICC/ESOMAR 2025 ethics code</a></strong>. Europe debated competitiveness after SAP&#8217;s CEO pushed for easing <strong><a href="https://www.reuters.com/world/china/sap-ceo-urges-europe-unite-ease-ai-rules-stay-competitive-2025-12-04/?utm_source=chatgpt.com">strict AI regulatory rules</a></strong>.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="poll-embed" data-attrs="{&quot;id&quot;:415100}" data-component-name="PollToDOM"></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!d57X!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!d57X!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!d57X!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 848w, https://substackcdn.com/image/fetch/$s_!d57X!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!d57X!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!d57X!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg" width="1200" height="628" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:628,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;AI-Powered Insights cartoon - Marketoonist | Tom Fishburne&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="AI-Powered Insights cartoon - Marketoonist | Tom Fishburne" title="AI-Powered Insights cartoon - Marketoonist | Tom Fishburne" srcset="https://substackcdn.com/image/fetch/$s_!d57X!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!d57X!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa7a380f6-1175-445e-afd4-d68d570b1d3e_1200x628.jpeg 848w, 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As frontier capabilities accelerate, employees inside major companies are raising alarms about job security, climate impact, and the urgent need for stronger guardrails around responsible AI deployment.</p><p><em>Let&#8217;s Dive in</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!bhtK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!bhtK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!bhtK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1818844,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.superintelligencenewsletter.com/i/180294590?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!bhtK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 424w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 848w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 1272w, https://substackcdn.com/image/fetch/$s_!bhtK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c33332f-a387-4b87-869b-4ad8387d7dce_1920x1080.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IStZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!IStZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!IStZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd510e8ff-462f-4293-9bfd-dd0765ddcaf8_1100x165.jpeg 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://superintelligencenews.com/companies/anthropic/anthropic-long-memory-claude-sdk/">Anthropic Unveils Multi-Session Claude SDK to Fix AI Memory</a> : </strong>Anthropic introduces a two-part Claude SDK update enabling multi-session long-term memory, reducing forgetfulness in AI agents and improving reliability for extended workflows, autonomous tasks, and multi-step reasoning systems.</p></li><li><p><strong><a href="https://superintelligencenews.com/companies/amazon/amazon-workers-warn-ai-rollout-threatens-jobs-climate-democracy/">Amazon Workers Warn AI Rollout Threatens Jobs, Climate &amp; Democracy</a> : </strong>Over 1,000 Amazon employees raise alarms that the company&#8217;s rapid AI deployment risks major job displacement, weakens climate goals, and could undermine democratic processes without stronger accountability safeguards.</p></li><li><p><strong><a href="https://superintelligencenews.com/companies/deepseek/deepseek-imo2025-gold-math-v2/">DeepSeek Achieves IMO 2025 Gold with Math-V2 Benchmark</a> : </strong>DeepSeek unveils its new Math-V2 benchmark after achieving IMO 2025 Gold, showcasing advanced AI mathematical reasoning capabilities and setting a competitive new global standard for high-difficulty problem solving.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-g-g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!-g-g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 424w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 848w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1272w, https://substackcdn.com/image/fetch/$s_!-g-g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe34e07d5-8260-4eaf-8144-b7b92e974e6a_1100x165.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://labs.google.com/mixboard/welcome">Google Labs Mixboard</a></strong> :  An experimental AI-powered moodboard from Google Labs for visual brainstorming - lets you turn text prompts or your own images into creative collages, mood boards or project ideas.</p></li><li><p><strong><a href="https://bfl.ai/models/flux-2?id=Flux.2">Flux 2 by BFL</a></strong> : A powerful next-gen image-generation model built by Black Forest Labs, Flux 2 produces high-quality, style-consistent visuals from text (or reference images), suited for real-world creative workflows.</p></li><li><p><strong><a href="https://huggingface.co/spaces/multimodalart/Hunyuan-Video-1-5?id=HunyuanVideo1.5">HunyuanVideo 1.5</a></strong> : A lightweight yet state-of-the-art open-source video-generation model (8.3B parameters) that generates coherent video from text or images - usable on regular consumer GPUs.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OvaP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png" width="1456" height="219" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e67501ef-c875-4083-a90c-35b079320bf1_3750x563.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:219,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OvaP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 424w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 848w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1272w, https://substackcdn.com/image/fetch/$s_!OvaP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe67501ef-c875-4083-a90c-35b079320bf1_3750x563.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><ul><li><p><strong><a href="https://arxiv.org/abs/2511.19399">DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research</a></strong> : DR Tulu-8B is the first open LLM trained for long-form deep research using a novel &#8220;Reinforcement Learning with Evolving Rubrics (RLER)&#8221; method, producing well-attributed, citation-rich research reports cheaper and on par with proprietary systems. </p></li><li><p><strong><a href="https://arxiv.org/abs/2511.09030">MAKER: Solving a Million-Step LLM Task with Zero Errors</a></strong> : MAKER demonstrates for the first time that an LLM-based system can reliably execute tasks requiring <strong>over one million steps</strong> without a single error - by breaking down complex tasks into micro-agents and using robust multi-agent voting to correct errors.</p></li><li><p><strong><a href="https://arxiv.org/abs/2511.08923">TiDAR: Think in Diffusion, Talk in Autoregression</a></strong> : TiDAR is a hybrid language-model architecture that drafts tokens in parallel via diffusion and finalizes output autoregressively - delivering <strong>4.7&#8211;5.9&#215; faster token generation</strong> than autoregressive baselines, yet maintaining equal output quality.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UfTE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UfTE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!UfTE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F662d01af-bab9-4f14-ac9b-47b174f9c848_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div id="youtube2-d95J8yzvjbQ" class="youtube-wrap" data-attrs="{&quot;videoId&quot;:&quot;d95J8yzvjbQ&quot;,&quot;startTime&quot;:null,&quot;endTime&quot;:null}" data-component-name="Youtube2ToDOM"><div class="youtube-inner"><iframe src="https://www.youtube-nocookie.com/embed/d95J8yzvjbQ?rel=0&amp;autoplay=0&amp;showinfo=0&amp;enablejsapi=0" frameborder="0" loading="lazy" gesture="media" allow="autoplay; fullscreen" allowautoplay="true" allowfullscreen="true" width="728" height="409"></iframe></div></div><p><em>This week, watch <strong>The Thinking Game</strong>, a powerful DeepMind documentary that traces how AI research evolved from mastering strategy games to real-world scientific breakthroughs like AlphaFold. A multi-year journey into Demis Hassabis&#8217;s pursuit of AGI.</em></p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W9L_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/abbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W9L_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!W9L_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabbd66bc-f97a-48fe-b204-25205714a432_1100x165.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><strong><a href="https://www.unesco.org/en/articles/unesco-strengthens-capacities-ai-ethics-and-regulation-ecuador-and-latin-america?utm_source=chatgpt.com">UNESCO</a></strong> expanded regional training on governance and regulation. In healthcare, rising concerns around <strong><a href="https://www.pharmacytimes.com/view/carefully-consider-ethical-implications-of-artificial-intelligence-use-in-pharmacy?utm_source=chatgpt.com">ethical risks in medical AI</a></strong> highlighted issues of privacy, bias, and safety. Thought leaders also emphasized strengthening <strong><a href="https://time.com/7332888/we-need-ai-morals/?utm_source=chatgpt.com">AI morality</a></strong> by embedding human-centred values beyond compliance frameworks.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Tipk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Tipk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg" width="1100" height="165" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:165,&quot;width&quot;:1100,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Tipk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd72e0a0c-e2c1-48cc-8ae1-9ab48bb963d6_1100x165.jpeg 424w, 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17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>Thank you for tuning in to this week&#8217;s edition of Superintelligence Newsletter! Stay connected for more groundbreaking insights and updates on the latest in AI and superintelligence.</p><p>For more in-depth articles and expert perspectives, visit our <strong><a href="https://substack.com/redirect/8a4b43b0-a48c-43df-a637-8434a86aff89?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">website</a> </strong>| Have feedback? <strong><a href="https://substack.com/redirect/f3c91d11-c993-4303-bd56-591dfc524aee?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Provide feedback</a>.</strong></p><p><em><strong>To explore Advertising  : <a href="https://substack.com/redirect/985d23de-0262-43e4-a007-90e49ae10aa9?j=eyJ1IjoiMWdmMTU1In0.AMQCugqHGJ03OcL7hQemiiZ9hrm1yndkOxtr_-W5NKg">Explore Here</a></strong></em></p><p><strong>Stay curious, stay informed, and keep pushing the boundaries of what&#8217;s possible!</strong></p><p>Until Next Time!</p><p>Superintelligence Team.</p>]]></content:encoded></item></channel></rss>