Structured Output

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 …

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 …

AI-Powered Technical Report Generation with Multi-Source Document Analysis

As technical lead and AI architect for a civil engineering firm, I designed and built an end-to-end technical report generation system combining multi-source document ingestion, …

AI-Powered Personal Fitness Coach: A Proof of Concept

For a fitness technology startup, I developed an AI-powered personal fitness coach that generates fully personalized workout plans through multi-stage conversational interaction. …