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Evolve

AI Research

Metacognitive self-improving agent framework. TypeScript implementation of the Darwin Godel Machine with Hyperagents (DGM-H).

TypeScript
AI Agents
Self-Improvement
Evolutionary Algorithms
LLM
Open Source

Key Features

  • Archive-based parent selection with sigmoid and novelty bonus
  • Code-level self-modification: agents rewrite their own source
  • Metacognitive meta-agents that modify themselves and other agents
  • Staged evaluation with cheap screening before full eval
  • CLI for initializing projects with task, meta, and eval configs
  • LLM stays frozen. All gains come from evolving the wrapper code