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Turning local agents into self-optimizing agents

Via r/LocalLlama
Tuesday, May 26, 2026 · 5:51PM
Summary

I was experimenting with a self-optimizing agentic pipeline to climb the benchmark leaderboard (TerminalBench). On a 10-task subset, I got the performance to rise from ~30% → ~90%. That loop worked, so I asked: can the same reflect-and-rewrite step run continuously against everyday chats instead of

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