LLM Pipeline Architecture

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

An extraction pipeline has to hold up on the whole corpus, not the slice in the demo — and the demo is the one place that gap stays invisible. The vendor demo ran clean: a dozen …

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 …

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 …