LLM Pipeline Architecture
LLM Pipeline Architecture

Your Extraction POC Works on 10 Documents. Here's Why It Dies on 10,000.

I build the extraction pipelines that have to hold up on the whole corpus, not the slice in the demo. Which usually means I get called in after the celebration. The vendor demo ran …

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LLM Pipeline Architecture

Incremental Map-Reduce LLM Pipeline with Idempotent State and Prompt-Injection Defense

For the same leadership-development AI platform I built the production infrastructure for (AI Book Companion Platform with Enterprise Security and Observability), I designed and …

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LLM Pipeline Architecture

AI Game Narrative Extraction Pipeline with Multi-Stage LLM Architecture

For a sports media technology company, I designed and built a production AI pipeline that extracts compelling game narratives from live broadcast transcriptions. The system …

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