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Systems engineer, 25+ years building production software from bare-metal to enterprise AI. I build agentic workflows, LLM evaluation, and retrieval systems that run reliably in production.

Currently building ARX, observability and evaluation for AI coding agents.

Earlier: an autonomous remediation system automating L1 incidents at a major bank, face recognition at 125M-face scale, and large-scale cloud for banks, media, and Fortune 500 firms.

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