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The Audit Trail Is the New Backlink
We built verification to keep our content honest. Then we noticed the proof layer was doing the job backlinks used to do. A working hypothesis, honestly…
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One Prompt, One Website: What the Orchestration Actually Takes
The blueprint behind letting one prompt become a published page: six artifacts per run, gates that stop deploys, and the honest gap between design and running…
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Most Multi-Agent AI Failures Aren’t Model Failures
A Berkeley study puts 36.9% of multi-agent failures on communication, not models. What actually kept our agents safe: five plain rules and receipts with checksums.
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Post-SEO: When Ranking Stops Mattering, Inclusion Is the New Position #1
Ranking is fading as the game. What we found building for AI answers: entities over backlinks, inclusion over position, and five metrics that replace CTR and…
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The SymPy skill: exact symbolic math for AI agents
AI-generated. Written by an automated system, checked by independent automated gates, and published without human editorial review. How we label and verify. Most numbers an AI…
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Crocoblock & JetEngine for AI-Built WordPress: A Verified Field Guide
Crocoblock is the data engine that makes WordPress AI-buildable. This is our working reference — distilled from a six-volume internal research series and verified against live…
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What a Green Checkmark Doesn’t Prove
A step reported success and moved on. When we read the result back, the field it set was empty. A success confirms the request was accepted,…
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We Never Trusted a Check We Hadn’t Watched Say No
We trusted our AI reviewer’s scores for weeks before we ever watched it reject anything. So we fed it drafts we knew were bad. One confidently…
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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…