Blog
Thinking on content architecture, AEO methodology, and building documentation systems AI can actually use.
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Docs Readiness Audit v5.0 changelog and validation plan
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The methodology changelog is a trust artifact, not a release note
Every Docs Readiness Audit rubric version cut ships a public changelog and a customer crosswalk. Here's why this convention exists and what it commits us to.
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Why we split Cat 7 — narrative shape and structured-data signals are different jobs
Architecture for traversal and payload efficiency measure entirely different failure modes. Bundling them into one category obscured both. Here's the reasoning behind the v5.0 split.