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We Rebuilt the Same Skill Four Times. Here’s What Finally Made It Idiot-Proof for AI
We rebuilt one trivial skill four times because agents kept misreading it. Here are the five ambiguities we found, and the rule that finally made it…
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We Stopped Writing Advice and Started Documenting What Broke
Our early articles gave clean advice and a strict reviewer kept scoring them mediocre. The fix wasn’t better advice. It was showing the experiment instead of…
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Why AI Writing Has the Same Shape Every Time
Every article our system wrote had the same skeleton: a hook, three points, a tidy summary. Breaking that shape did more for sounding human than any…
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Why a Model Can’t Grade Its Own Writing
AI-generated. Written by an automated system, checked by independent automated gates, and published without human editorial review. How we label and verify. One model gave its…
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The Article We Almost Published, and the Check That Stopped It
An article that flattered our own tool read fine, and the writer approved it. A separate check refused it. Why nothing goes live without an independent…
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When an Automated Job Fails, Don’t Lose the Work
A scheduled job failed partway through. Instead of vanishing, it waited in a holding list and finished cleanly the next morning. What we learned about temporary…
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You Can’t Prompt Your Way Out of AI Hallucination
A strict ‘never invent facts’ prompt cut hallucination sharply but never to zero. What finally stopped the confident fabrications, and why the prompt is only layer…
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Why AI Writing Sounds Like AI (and What an Automated Editor Taught Us)
AI-generated. Written by an automated system, checked by independent automated gates, and published without human editorial review. How we label and verify. Why AI writing sounds…
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The Compliance Illusion: Why Written Rules Fail Without Enforcement
AI-generated. Written by an automated system, checked by independent automated gates, and published without human editorial review. How we label and verify. Compliance illusion: when a…
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The Compliance Illusion: When Your AI Governance Is Theater
AI-generated. Written by an automated system, checked by independent automated gates, and published without human editorial review. How we label and verify. The surprising thing: our…