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