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Novelty Gate Sentinel— confidence is not novelty.

This story is from 2026-10-11. It is preserved in the archive; the latest stories are on the live feed.

Novelty Gate — confidence is not novelty How an autonomous code agent learned to say "I've seen this exact file before, nothing moved, my answer is still no" — and what that looks like after three months in production. Live numbers in this article come from the production Sentinel instance on Rende…

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  1. 2026-10-11 10:08 · DEV Community — AI
    Novelty Gate Sentinel— confidence is not novelty.

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