{"slug": "show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance", "title": "Show HN: AI Council Toolkit – open-source playbook for AI governance", "summary": "The AI Council Toolkit, an open-source playbook for AI governance, has been released, providing practical templates, governance patterns, and operating models for building and running an internal AI Council. The toolkit offers a continuous governance loop with six stages, including foundation packs, intake and triage, review and assurance, and operations, designed for CIOs and executive sponsors. It includes real-world patterns from organizations like Microsoft, IBM, and Yale, and aligns with standards such as the NIST AI RMF and EU AI Act.", "body_md": "# AI Council Toolkit\n\nAn open, implementation-grade playbook for building, running, and sustaining an internal AI Council. Practical templates, governance patterns, and operating models you can use today.\n\n## How It All Fits Together\n\nGovernance 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.\n\n## Who Is This For?\n\n| Your Role | Start Here |\n|---|---|\n| CIO / Executive sponsor starting from zero |\n|\n\n[Foundation Pack](/docs/foundation)then[Standards & Regulations](/docs/standards-and-regulations)[Intake & Triage](/docs/intake-and-triage)[Review & Assurance](/docs/review-and-assurance)[Meetings & Decisions](/docs/foundation/meetings-and-decisions)then[Templates](/docs/templates)[Operations](/docs/operations)## Design Principles\n\n### Council-first\n\nThe human governance layer is the primary unit of design, not a byproduct of tooling.\n\n### Practical over theoretical\n\nEvery section ships artifacts you can use, not just principles to aspire to.\n\n### Tiered and federated\n\nLow-risk cases move fast. Only hard cases reach the council. Specialists stay authoritative in their domains.\n\n### Living governance\n\nCouncils that only do approvals die. Councils that maintain learning loops stay valuable.\n\n## What's Inside\n\n### Getting Started\n\nWhat an AI Council is, whether you need one, and your first 30 days\n\n### Operating Models\n\nCentralized, federated, and hybrid governance structures\n\n### Foundation Pack\n\nCharter, principles, roles, meetings, and decision rights\n\n### Intake & Triage\n\nRegistration, risk tiering, routing, and AI inventory\n\n### Review & Assurance\n\nImpact assessments, model cards, security review, and red-teaming\n\n### Operations\n\nMonitoring, incidents, policy refresh, training, and reporting\n\n### Templates\n\nAll governance artifacts in one place\n\n### Standards & Regulations\n\nNIST AI RMF, ISO 42001, EU AI Act, and crosswalks\n\n### Real-World Patterns\n\nHow Microsoft, IBM, NSW, Yale, and others do it", "url": "https://wpnews.pro/news/show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance", "canonical_source": "https://www.aicounciltoolkit.com/", "published_at": "2026-06-03 11:58:49+00:00", "updated_at": "2026-06-03 12:18:43.247557+00:00", "lang": "en", "topics": ["ai-policy", "ai-ethics", "ai-tools", "ai-safety"], "entities": ["AI Council Toolkit"], "alternates": {"html": "https://wpnews.pro/news/show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance", "markdown": "https://wpnews.pro/news/show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance.md", "text": "https://wpnews.pro/news/show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance.txt", "jsonld": "https://wpnews.pro/news/show-hn-ai-council-toolkit-open-source-playbook-for-ai-governance.jsonld"}}