Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents
a year ago
- #Open-Ended Evolution
- #Self-Improving AI
- #Artificial Intelligence
- Introduces the Darwin Gödel Machine (DGM), a self-improving AI system that iteratively modifies its own code.
- DGM empirically validates each change using coding benchmarks, improving performance significantly on SWE-bench and Polyglot.
- Inspired by Darwinian evolution, DGM maintains an archive of coding agents, growing it through open-ended exploration.
- Outperforms baselines without self-improvement or open-ended exploration, showing a path toward endless innovation.
- All experiments conducted with safety precautions like sandboxing and human oversight.