A useful AI roadmap begins with verbs
Price, compare, approve, explain, reconcile. Concrete verbs reveal where judgement and value live. Technology nouns rarely do.
From the notebook
Notes before essays
Short observations, open questions, and practical ideas. These are notebook entries, not dated publications.
The exception path is part of the product
A system earns trust when people can see what happens after the happy path fails, not when the demo avoids failure entirely.
Strategy needs a return address
Every strategic choice should identify the operating evidence that could change it. Otherwise learning has nowhere to go.
Senior teams translate across boundaries
The work is not only technical depth. It is carrying commercial intent into architecture and technical reality back into decisions.