~/talk

Aeon — An AI-native programming language

Talkat Lambda World 2025 · 2025-10-23..10-24· [machine-learning]
slides:none on file

Aeon is an experimental language that synthesizes code using LLMs, genetic programming and SMT solvers and then verifies results with Liquid Types; an on-laptop LLM generates a candidate (404) which the type checker accepts or rejects, looping until bounds are met. Z3-style SMT backends produce fast but low-diversity solutions while genetic programming yields diverse solutions over hours; the system generates Super Mario levels, automates AutoML pipelines with oversampling fixes, and models 84 real-world bugs where 17% use refinement types and 32% use dependent types.

AI-written summary · about

  1. 0:00Introduction
  2. 3:26AI misconceptions
  3. 7:47Liquid types for AI code
  4. 12:30AI law and trust issues
  5. 16:03Evolutionary explainability
  6. 20:03AI tools comparison
  7. 22:51Aeon goals
  8. 24:18AutoML and type checking
  9. 31:03Semantic verification bugs
  10. 33:14Drone flight plan challenges
  11. 35:44Takeaways and Q&A
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