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April 20, 2026ยทarxiv.org

Autogenesis: Self-Evolving AI Agent Protocol

Existing agent protocols (like A2A and MCP) leave lifecycle management, version tracking, and safe evolution underspecified โ€” leading to brittle, monolithic systems.

Autogenesis Protocol (AGP) fixes this by cleanly separating what evolves from how it evolves. Built on AGP, the Autogenesis System (AGS) is a multi-agent framework that dynamically instantiates, retrieves, and refines resources during execution.

Results: GAIA 89.04% accuracy, GPQA-Diamond up to +21% over gpt-4o, AIME math up to +71% for weaker models.

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Autogenesis: Self-Evolving AI Agent Protocol โ€” The Knowledge Ledger