The mechanism is the enforcement
2026.158Three AI code-review tools sit on the same model. The one that guarantees coverage did it with a for-loop, not a better prompt.
Life runs on code.
I pointed two frontier models at my own docs to see which one to pay for. Both flagged the correct, freshly-updated pages as stale -- the audit was poisoned by the thing being audited.
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Continue readingThree AI code-review tools sit on the same model. The one that guarantees coverage did it with a for-loop, not a better prompt.
An attention mask drawn in ASCII, and the architectural trade it names.
The old failure mode was reading every line equally. The new one is trusting code that looks right.
A dev who didn't speak in meetings and whose PRs were the conversation.
An LLM in the middle of a fetch pipeline took orders from the file it was summarizing.