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RAG & Knowledge

RAG & Knowledge

Most RAG systems are a few good decisions away from being usable. I work with you on the choices that actually move the needle — embedding model, chunk strategy, hybrid retrieval, evals, and a refresh pipeline that doesn't rot.

What you get

  • Embedding + chunking strategy chosen against your real corpus
  • Hybrid retrieval (vector + keyword + rerank) tuned to your data
  • Eval harness with retrieval quality and end-to-end answer scores
  • Knowledge refresh pipeline and ingestion tooling
  • Cost and latency profile your CFO won't argue with
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