AI Research

    Mendel G\"odel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution

    Leveraging genetic principles to revolutionize how autonomous agents rewrite and optimize their own source code.

    Self-improving coding agents that iteratively rewrite their own source code have demonstrated impressive performance on coding tasks. However, existing solutions generally derive self-modification from a single failure trajectory at a time, overlooking rich comparative signals av...

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    ArXiv CS.AI

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    ArXiv CS.AI
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    By evolving self-modifying code through comparative lineage data rather than trial-and-error alone, Mendel Gödel Machine accelerates the development of highly efficient autonomous agents. This breakthrough signifies a shift toward evolutionary computing architectures that treat codebases as biological-inspired populations capable of rapid, optimized refinement.

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