How I Use AI to Design and Review Complex Changes
A practical account of using codebase research, an RFC, independent model critique, and a reviewed PR stack to design and deliver a complex change without giving up human ownership.
Writing
Practical notes on product engineering, frontend systems, prototyping, and human-reviewed AI development.
A Prototype Is a Decision Tool, Not a Disposable Demo
The best prototype does more than look convincing. It helps customers, product, design, and engineering make a better decision about what to build—and what not to.
What an Early AI Product Taught Me About Breaking Up Model Work
A first production AI feature taught me to separate broad reasoning from smaller, checkable tasks—and to design the orchestration around what users could inspect and refine.
Making Frontend Tests Easier to Write Well
A testing platform should make realistic tests the easy path. Here is how I approached reusable context, network boundaries, authorization, and per-test variation for a growing frontend team.