AI Engineer · AI

Grep or Embeddings? Agentic Search Over Company Documents — George He, LlamaIndex

Grep works great on a codebase. Try it on millions of PDFs, slides and scanned schematics. George He, head of engineering at LlamaIndex, explains when agents need pre-indexed search and when plain file traversal is enough. Claude Code skipped embeddings because code is small, text-based, local and full of breadcrumbs. Company data is huge, messy, multimodal and permissioned. He shows how to give an agent a harness of tools so it can choose: hybri

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