On-premise clinical AI agent hits 90% diagnostic accuracy
A fully on-premise clinical LLM agent reached 90.04% accuracy on a seven-disease MIMIC-IV benchmark and 83.8% on a four-disease task, approaching a cloud baseline. Diagnostic behavioral consistency was the strongest correctness signal (AUC 0.860); at a 0.90 threshold, 49.4% of cases were handled autonomously at 98.9% accuracy.
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