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MULTIMODAL RAG RAG Architecture 16 min read

ColPali & Late Interaction: Replacing Text OCR with End-to-End Visual Embeddings

JC
Jutt AI Engineering Lab
Principal Systems & AI Security Architect
September 2026 Jutt Cyber Tech™

By computing token-to-patch MaxSim similarity over visual feature maps, ColPali completely bypasses text transcription errors. Queries like 'show me the Q3 operating margin bar chart' match directly to pixel patches without OCR.

Domain: #MULTIMODALRAG #JuttCyberTech #AIInfrastructure