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Show HN: AI Council Toolkit – open-source playbook for AI governance

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Show HN: AI Council Toolkit – open-source playbook for AI governance
⚡ TL;DR · AI summary

The AI Council Toolkit is an open-source playbook designed to assist organizations in establishing and maintaining internal AI governance councils. It provides practical templates and governance patterns that can be implemented immediately. The toolkit emphasizes a continuous governance cycle that adapts as systems evolve.

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AI Council Toolkit
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AI Council ToolkitAn open, implementation-grade playbook for building, running, and sustaining an internal AI Council. Practical templates, governance patterns, and operating models you can use today.Get StartedBrowse the ToolkitHow It All Fits TogetherGovernance is a continuous loop. Every use case moves through the same six stages — and the cycle repeats as systems change. Select any stage to jump in.AI governance lifecycle: Intake, Triage, Review, Approve, Monitor, Refresh — a continuous loop where Refresh feeds back to Intake.AI GovernanceLifecycleIntakeRegister the use caseTriageRisk-tier and routeReviewImpact & assuranceApproveDecide with conditionsMonitorWatch in productionRefreshRe-tier & learn1IntakeRegister the use case2TriageRisk-tier and route3ReviewImpact &…

Excerpt limited to ~120 words for fair-use compliance. The full article is at AI Council Toolkit.

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