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Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

This story is from 2026-08-28. It is preserved in the archive; the latest stories are on the live feed.

The first time I ran two LLMs against the same pull request, 89% of their "debate" was fake. Not wrong. Not low-quality. Fake. The second model was replaying pre-generated text. Both models were exchanging messages, no positions were changing, no evidence was being cited — and the engine produced a…

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  1. 2026-08-28 17:16 · DEV Community — AI
    Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

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