# 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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Independent consulting by Aghyad, Dubai. Book at https://cal.com/aghyadev/30min