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Seeing Is Believing: Why Visual RAG Might Be the Missing Layer in Clinical AI

Guidelines are not novels. That sounds obvious until we remember how most retrieval-augmented generation systems treat them. A clinical guideline becomes text. The text becomes chunks. The chunks become embeddings. The embeddings become “context.” Somewhere in that mechanical conversion, a dosing table, a referral pathway, or a threshold hidden inside a flowchart quietly loses its shape. Then everyone acts surprised when the answer is fluent but clinically thin. Very mysterious. ...

March 24, 2026 · 13 min · Zelina