"RAG"

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Mistral released OCR 4 on June 23, 2026, a document intelligence model that returns structured output with bounding boxes, block labels, and confidence scores. Here is what changed, how it prices against Google and AWS, and why the self-hosting option matters for regulated industries.

TechmashJun 26, 2026

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Standard RAG systems often fail on consumer hardware not because of poor retrieval, but because they lack a proper context budget. By implementing a hierarchical summary routing layer—using summaries for discovery and raw chunks for answering developers can ensure the most relevant evidence actually reaches the model, even within tight token constraints.

TechmashJun 20, 2026