Cross-industry

Cross-industry

Building a Production RAG Knowledge Base Over a Large Codebase

Built a production retrieval-augmented knowledge base over a large multi-repository engineering codebase and document corpus, with dual embeddings, header-aware chunking, and a medallion pipeline. Exact scale and architecture inside.

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Cross-industry

Intent Engineering: High First-Pass Quality from Autonomous AI Content

Turned an autonomous AI content pipeline from mostly-unusable to mostly-passing by encoding success criteria as machine-readable intent specs, with a maker and judge loop and a scored quality gate. Exact pass rates inside.

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