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arXiv CS.AI
7/20/2026
Cura 1T: Specialized Model for Agentic Healthcare

Cura 1T: Specialized Model for Agentic Healthcare

Short summary

Cura 1T is a healthcare-specialized LLM trained via a human-gated self-evolution loop where a training agent iteratively plans capabilities, trains the model, evaluates failures, and refines the data mixture. It handles patient consultation, clinical reasoning over text and images, interactive diagnosis, and EHR tool use without degrading across tasks. Cura 1T ranks at or near the top among frontier baselines on a healthcare evaluation suite while remaining competitive on out-of-domain reasoning and agentic benchmarks.

  • Cura 1T is a healthcare-specialized LLM trained through a human-gated self-evolution loop
  • Covers patient consultation, clinical reasoning, interactive diagnosis, and EHR tool use
  • Ranks at or near top among frontier baselines on healthcare benchmarks while staying competitive out-of-domain

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