Implementation and Governance

A guide to operating models, governance, values, local evaluation, evidence loops, and the institutional work behind sustainable AI adoption.

These guide pages are discovery layers. They do not replace the existing article, claim, Big Idea, or synthesis indexes; they point teachers and leaders into the current corpus by theme.

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• district-ai-implementation-needs-an-operating-model
• district-ai-implementation-as-long-term-institutional-redesign
• values-based-ai-implementation
• context-specific-ai-evaluation
• ai-adoption-in-education-is-a-people-change-problem
• effective-district-ai-implementation-requires-living-teacher-led-redesign
• ai-implementation-needs-a-ground-for-believing-change-is-possible
• from-tool-rollout-to-operating-model