
An LLM synthesis layer did not replace the search iceberg. It made every layer below it works harder: fast enough to feed the model, fresh enough to stay true, and structured enough to cite.
I help enterprises ship AI that doesn’t embarrass them in production.
AI Architect. I design the boring control plane plumbing that keeps your impressive demos from quietly setting themselves on fire in production.
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