Evolve
AI Research • March 10, 2026
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