Frameworks.

Public frameworks for AI strategy, leadership, and the discipline of thinking with machines. Free to use. Free to cite. Free to adapt and teach.

Context as Strategy

The durable advantage in an age of borrowed intelligence.

Everyone is about to have the same AI; the edge is the context you bring to it — and context is the one thing you can compound. Context as Strategy turns AI sessions from disposable answers into reusable assets through three moves: Frame → Pressure-test → Compound. Ten approaches, each with a copy-paste prompt move.

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First published 2026; revised 2026. Adapted from years of teaching AI to Fortune 50 executives and Columbia graduate students.

The Four-Frame AI Communication Template

A generative scaffold for writing about any AI topic with accountability, equity, and the public interest in view.

Most AI discourse oscillates between hype and fear. The Four-Frame Template moves it toward accountability. Adapted from the FrameWorks Institute's Framing the Social Implications of AI, this scaffold produces one essay, one carousel, or one keynote segment from any AI topic in ten minutes.

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In active use in Columbia's IKNS5303 (Digital Organizations & Digital Transformation) and the Chautauqua "AI in Society" curriculum.

The Institutional AI Leadership Model

The opportunity in this moment is not technical. The opportunity is organizational.

A framework for the leadership role that almost no organization has hired for yet: the AI translator and orchestrator who aligns leadership, stakeholders, and technical teams through an emotionally intelligent operating layer. Five pillars. Ninety-day deliverables. Built for executive sponsors who keep finding their AI strategy fragmenting at the seams.

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Originally drafted for the University of Louisville's AI Leadership and Strategy mandate, 2026.

Principles for using these frameworks