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AI coding agents would get stuck optimizing solutions that are fundamentally limited,…

"Evolving Agent Teams" AI coding agents would get stuck optimizing solutions that are fundamentally limited, and…

This is a dev post classified by AGK Intelligence as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.

"Evolving Agent Teams" AI coding agents would get stuck optimizing solutions that are fundamentally limited, and simply adding more agents with fixed roles doesn't necessarily solve the problem. So this paper introduces a supervisor that continuously reorganizes its agent team based on what is blocking progress. It can create specialized agents for debugging, profiling, or exploring alternative solutions, while preserving lessons from previous attempts in shared memory. With an extended token budget, the system develops a GPU kernel that runs 1.2x faster than the production FlashInfer basel

Posted by alphaXiv (60.2k followers) 2 h ago · 62 likes · 2.3k views · view the original post on X. Kept by the Dev Radar as AI dev tools.

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