Quality bar

Human review checklist for AI output

By Justin Helmer · 8 August 2026

If AI drafted it and you publish it, you own it. This checklist is what we use before guides, release notes, and public skill descriptions go live on chatagent.ca.

Checklist

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Publishing is a privilege

Educational sites fail quality reviews when they flood pages with unedited model sludge. We would rather ship fewer pages with human care. If you reuse our templates, keep the human gate.

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Justin Helmer

Publisher of chatagent.ca · known as Excavationpro / Lightfather in LYGO projects. Writes practical guides on AI personas, agent handoffs, and free local-first tools. About · Contact