
I'm Auditing How I Work With AI
I use AI throughout product development, but volume does not prove value, so I am measuring where it helps, where I intervene, and where work gets repeated.
Articles and insights about product development.

I use AI throughout product development, but volume does not prove value, so I am measuring where it helps, where I intervene, and where work gets repeated.

Shipping every day is how small teams win. But daily delivery without discipline is just expensive rework. Here is how we balance daily shipping with code quality, clean architecture, and constant refinement.

Zed ships daily. So do we. What it means to move fast as a small team and why consistency beats size.

One strong product developer gives you focus. A well-matched pair gives you focus, better decisions, built-in review, and a stronger product across code and UX.
A practical, problem-first guide showing how a 12-week prototype-driven plan helps startups build the right MVP, learn faster, and avoid overbuilding.

Most startups waste months building features customers don't want. AI can help you prioritize what actually matters, catch bugs faster, and ship products people love.