A crew can measure a wall and still miss one number. The area is there. The openings are counted. The corners are entered. The run around the wall is blank because the capture missed it, or nobody pul
AI engineer. LLM agents, RAG, Azure AI Foundry, Python/TypeScript. Navy veteran. Builder of Scenematic, Pramaana, and production multi-agent systems. I write about what I actually ship.
Sr. AI Engineer & Architect. Building deterministic, context-aware AI for enterprise production.
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