Why this site exists
This is a public knowledge base for practical QA systems — written by someone who does this at enterprise scale in property & casualty insurance, not someone narrating theory. The goal is to turn 14 years of field experience into reusable guidance: risk-based regression, governance models, root-cause analysis, release readiness, and metrics that drive decisions instead of theater.
It's also a builder laboratory. Side projects like Vox Mana show how I think about data contracts, source governance, visual QA, and keeping AI-assisted work from drifting.