How better search took an AI agent from 36% to 98% accuracy

AI Engineer · youtube · 2026-11-03

Aamir Shakir of Mixedbread argues agents are usually smart enough — the real bottleneck is data access. The typical 'Frankenstein stack' of OCR, chunking, embeddings and a vector DB loses information and forces agents to read every document. He demos multimodal, late-interaction retrieval on Intel earnings reports and shares a customer whose answer accuracy jumped from 36% to 98% after switching search.

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