Architecture
One Shot at Understanding
The model gets one shot at understanding the question. The person gets unlimited cheap corrections. Almost every other property of the design falls out of that asymmetry.
Engineer & Founder · India
I build software that helps teams
decide what to ship.
Currently building Hawzu — execution-first test management for QA teams. Backend, frontend, infrastructure and product, solo. I write about the decisions that make software trustworthy, and the ones that quietly don't.
Writing
All writingblog.hawzu.com
An Instruction Is Not an Invariant ↗
Building a test case generator turned up rules the model ignored, and one that never reached it at all. What moved into the schema, what could only be tested, and the two things that came back out.
blog.hawzu.com
Oracle Reads Your Project, Not the Internet ↗
The AI is grounded in three separate corpora — the product docs, your own specifications, and your test coverage — kept deliberately apart, each behind exactly one read path.
Let's talk.
Building something in QA, testing, or developer tooling? I'm interested.