Darwin Gödel : How AI Can Learn, Evolve, and Self-Code
9th June 2025 | Superintelligence Newsletter
Hey Superintelligence Fam 👋
AI is no longer just generating text or images - it’s beginning to rewrite its own code. The emergence of systems like the Darwin Gödel Machine signals a new frontier: evolving intelligence.
This week’s breakthroughs - from self-coding AI to advanced reasoning insights - raise profound questions. How will AI’s ability to autonomously adapt reshape software, science, and society? Let’s explore where this accelerating evolution leads us.
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Introducing Eleven v3 (alpha) : ElevenLabs launches Eleven v3, an alpha release offering unmatched expressiveness in AI-driven TTS with 70+ languages, audio tags for emotion, and multi-speaker dialogue. Beta access now available.
Retrieval Augmented Generation (RAG) for Projects : Anthropic rolls out RAG to Claude.ai projects, automatically expanding context capacity by up to 10×. Experience faster, accurate responses with seamless retrieval from your files without manual setup.
AI-powered coding for the enterprise : Mistral Code brings enterprise-grade AI coding assistance with context-aware completions, autonomous task execution, and deep code understanding directly in your IDE for faster, safer development.
Claude Gov Models for U.S. National Security Customers : Anthropic unveils Claude Gov, specialized AI models tailored for U.S. national security agencies. Featuring enhanced classified data handling, advanced language proficiency, and rigorous safety testing for mission-critical operations.
Answers for Every Investor : Perplexity integrates SEC/EDGAR data into its AI answer engine, giving investors instant, citation-backed insights from corporate filings while simplifying complex financial documentation for all users.
The Illusion of Thinking : Apple’s research reveals reasoning models peak at moderate complexity, collapse to 0% accuracy on hard puzzles, and dramatically cut thought traces by 80% beyond threshold.
From Tokens to Thoughts : LLMs cluster concepts efficiently but at expense of nuance: they match human broad categories (AMI>0.7) yet falter on typicality, scoring ~0.3 correlation versus human ratings.
Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains: SFT boosts factual accuracy by 6.2% KI in medical domain tasks but slashes reasoning—InfoGain drops 38.9%, whereas RL restores inference clarity and improves correctness.
Imagen : Our best image generation model yet delivers photorealistic scenes with sharper clarity, accurate spelling, rich textures, and seamless typography—bringing your creative visions to life in seconds.
Darwin Gödel Machine : Darwin Gödel Machine uses open-ended evolution and self-coding to rewrite own code, boosting SWE-bench accuracy from 20% to 50% and Polyglot from 14.2% to 30.7%.
Canva AI Assistant : Canva AI Assistant brings Magic Write text-to-image, smart layout suggestions, brand kit integration, powerful guided multimodal workflows, custom color palettes, and instant AI-powered design collaboration.
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Between June 2 and 8, 2025, the California Assembly passed the Ethical AI for Kids Act . The European Commission released prohibited AI practices guidelines . OpenAI published its June report on disrupting malicious uses of AI . CCIA unveiled research on copyright and AI regulation in the UK . UK ministers delayed AI regulation , and campaigners urged Ofcom to limit Meta’s AI risk checks.
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Stay curious, stay informed, and keep pushing the boundaries of what's possible!
Until Next Time!
Superintelligence Team.