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Start Here

A five-minute path through my applied AI work, public evidence, and operating approach.

Choose the route that matches what you need to evaluate. Each path leads to public evidence, explicit ownership, and the limits of what I claim.

Evaluate a working system

Start with Runbook Relay. Review the problem, architecture, tests, threat boundaries, live demo, source, and current limitations in one guided path.

Assess scope and impact

Review selected impact to see how architecture, evaluation, delivery, teaching, and enterprise decisions connect across more than 15 years of work.

Browse technical judgment

Open the writing archive for practical arguments about reliable agents, evaluation, controls, context, and enterprise adoption. Each article makes its evidence boundary visible.

Review method

Start with the stated problem and limitations. Try the live path or its fallback. Inspect the repository and tests. Then compare each claim with the public artifact that supports it.

See all inspectable projects.

Context and contact

I use AI to accelerate implementation and verification. I own the architecture, evaluation criteria, risk, and release decisions. About explains my background, Talks and workshops shows my teaching work, and LinkedIn is the direct professional contact route.