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I Stopped Scoring Completions. I Started Scoring Invariants.

This story is from 2026-09-03. It is preserved in the archive; the latest stories are on the live feed.

The cheapest completion I got this week compiled on the first try and still stole money from a fake ledger. That is not a vibe check. That is a failure class, and most "did the model write code?" scoreboards never look for it. If your eval rewards a fenced Python block, you are grading costumes. Co…

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  1. 2026-09-03 15:23 · DEV Community — AI
    I Stopped Scoring Completions. I Started Scoring Invariants.

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