Selected Systems
Structured Knowledge Systems
Retrieval-augmented systems that connect language models to trustworthy sources
Problem
Language models answer fluently even when they do not know — retrieval needs to close that gap without introducing noise, latency, or stale information into the answer.
System approach
Built retrieval-augmented generation pipelines that combine structured indexing, relevance ranking, and citation-aware generation, so answers stay traceable back to a verifiable source rather than the model's memory alone.
Outcome
A knowledge layer that lets a language model answer from an organization's actual documents, with a visible path from question to source.