Notebook

Notes from
practice.

Short, practical writing on AI adoption, governance translation and workforce enablement — what actually changes how work happens, not what is hyped.

From Agents to AI Capabilities

Less James Bond. More Ocean's Eleven.

The agent metaphor helped people enter AI. But real transformation may need a shift from one clever helper to modular capability design.