
A few weeks into running my scene compiler at scale, I hit an embarrassing pattern: I’d ask for five candidates, score them, and the “top five” would be… the same idea, phrased five ways. Not bad ideas—often the highest composite scores—but clustered...
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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