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READ THE BASIS. KNOW THE LIMITS.

Sources are context.
Not a borrowed endorsement.

The exercises on this site are original editorial learning materials. They are not an official assessment, certification or percentile ranking.

Speaker selection and inquiry routes

The speaker list is selective and alphabetical, not a numerical ranking. Individual profiles link to public primary sources documenting relevant speaking, research or advisory work. Focus categories are editorial topic matches, not verified audience outcomes. Confirm availability, session scope and terms directly; an institutional biography is evidence of work, not a booking offer.

Primary source context

• NIST AI Risk Management Framework Core

  Provides the Govern, Map, Measure and Manage structure for voluntary AI risk management. The framework is not a simple ordered checklist. Our five lenses are not NIST scoring categories.

• OECD AI Principles

  Provides an international principles-based reference for trustworthy AI, including transparency and accountability. The source does not endorse this site or validate a decision made with its tools.

Sources were checked November 2, 2026. NIST’s resource states that AI RMF1.0 is being updated. Check the official page before treating any framework reference as current organizational policy.

How to read the material

The five lenses are prompts for discussion. The cases are explicitly fictional, not reports about real people, customers or incidents. The decision-record tool formats what you enter; it cannot verify evidence, evaluate legal obligations or authorize action.

Examples intentionally leave unanswered questions. Different organizations may make different choices because their circumstances, responsibilities and evidence differ. A confident answer without supporting evidence is not the goal.

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Use within your own responsibilities

These materials are educational, not legal advice, an audit, procurement approval or a replacement for specialist review. Use your organization’s approved processes for real decisions. If a source changes, consult the primary source rather than relying on a saved summary.