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I test AI systems on real work and publish the evidence so builders, operators, and the people evaluating them can inspect the result — what worked, what failed, and what to check next.

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It walks through the four gates a value clears before it’s allowed into my tracker — provenance, labels, business rules, human sign-off — with two real failures the gates caught. It’s the whole method in one post.

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