About
I build autonomous QA and AI-native test automation. My background sits at the intersection of mathematics, software architecture, and production ML/NLP, which is probably why I care so much about reliability, repeatability, and safe agent workflows. Lately I spend most of my time thinking about LLM systems, orchestration, and how to make automation useful outside toy demos. Outside work: elliptic curves, systems theory, diffusion models, family, and music.
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