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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
One model gave its own prose a clean bill of health. That was the moment everything changed. We had a model write articles and then grade…
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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)
Why AI writing sounds like AI (and how to make AI content sound human) Most readers can feel a robotic voice before they can point to…
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The Compliance Illusion: Why Written Rules Fail Without Enforcement
Compliance illusion: when a written rule isn’t a rule Call it what it is. A rule that lives only as prose in a spreadsheet or handbook,…
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The Compliance Illusion: When Your AI Governance Is Theater
The surprising thing: our green dashboard lied We found a reviewer that ran on every cycle and blocked nothing because it was scoring an old data…