About

An evidence project, built in public.

I am building the Agentic Product Lifecycle Atlas as an independent reference for the people improving how teams adopt agentic AI — product operators, engineering leaders, design operators, platform engineers, and the security teams who have to make all of it safe to ship.

The atlas is grounded in real published material: talks, repositories, skills, tools, and case studies from people I trust. Where I cite someone, the link goes to their canonical source. Where I evaluate a tool, the rubric is documented and the confidence level is honest.

If you spot a gap, a wrong attribution, or a phase I have framed badly, send feedback. I revise.

What I do

I advise CEOs, founders, and product or engineering leaders on adopting agentic AI — what's worth building, what's worth buying, where the real risks sit, and how to ship it without losing control. Engagements range from a single conversation through to focused project work.

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