Blog

Ship an AI feature and you've opened a new class of risk traditional software doesn't have. A red-teaming competition taught me the three disciplines that close it — find the holes, defend the feature, and verify it still works.

How I used a hackathon to ship a product, not a proof-of-concept — and the product-building framework I teach behind it.

A practical, opinionated guide for CEOs, CTOs, and HR/L&D leaders who need to deploy AI across an organization with speed, control, and measurable business impact.