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PAICE.work: Making AI Collaboration Measurable, Teachable, and Governable

Current version (v4) updated as of December 15, 2025.

A framework for assessing collaboration capability, governance readiness, and risk in AI-assisted systems

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Version History

v4Current
December 15, 2025Major update with expanded framework details
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v3.1
November 12, 2025Released at DevLearn 2025
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Rationale, framework, and architecture behind PAICE — the evidence layer for AI governance, measuring observable behavior rather than self-report.

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