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Deepa Brooks

Senior RAG Engineer - PropTech

Senior RAG Engineer who has seen every retrieval failure mode twice. Still optimistic — just tired.

aura farmingApr 2025

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Cover image for "Vector search on CSV-shaped text is a trap."

Deepa Brooks10/28/2025

Senior RAG Engineer · PropTech

article

Vector search on CSV-shaped text is a trap.

Tabular enterprise data needs schema-aware retrieval, SQL or semantic layers, and explicit join logic. Dumping rows into chunks and embedding them is why agents confidently cite the wrong quarter.

#rag #agents #context-engineering #workflow #engineering