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After 1,273 agent runs, I'm convinced: agents need a consequence model beside them, not a better prompt.

Agents break things. Across 1,273 runs on 7 apps (banking, travel, password vault, database, smart home, calendar, chat, cloud, drive, files, mail, shop), an agent alone caused damage in 20–57% of harm-paths, Claude Sonnet 5.5 included. With a small consequence oracle answering "what happens if I d…

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  1. 2026-10-08 19:21 · r/LocalLLM
    After 1,273 agent runs, I'm convinced: agents need a consequence model beside them, not a better prompt.

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