The Model Filled the Form. Then It Overwrote the Field a Human Fixed.
Extraction quality is the easy conversation. The save is where a confident guess turns into the record everyone else trusts.
6 min
#product
6 posts tagged “product”.
The Smallest Eval Loop That Keeps an AI Feature Honest
You don't need a research team or a benchmark platform. You need real examples, a place to look at failures, and a habit you actually keep.
6 min
Designing AI for Offline and Low-Connectivity Environments
What I'm learning about building AI features that work when your users don't have reliable internet.
5 min
The AI Features That Win Are Usually Boring
Why the most useful AI features are often the ones that remove small operational failures instead of trying to impress people in a demo.
5 min
Consulting-Led, Platform-First: Why I Built SaaSy This Way
Why I used consulting work to shape product direction, reduce risk, and build a platform around real demand.
2 min
How I Work With Founders as a Solo AI/Product Partner
How I help founders move faster with focused delivery, lightweight structure, and hands-on product and engineering work.
2 min