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I run real life and work on AI, publish the checks, and give away the tools — so you can too. AI agents handle a real chunk of my life; this is where I show how I know their output’s right — the checks, the sources, and the post-mortems when something breaks. verified

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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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