Anonymous builderabout 2 months agoJudging locked: Self-Evolving Agents Hackathon

Patiento

A physician copilot that auto-reviews assessments and plans prior to submitting prescription orders that evolves based on patient history and physician in the loop approvals.

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Demo video

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Project description
Patiento helps ICU clinicians review and improve daily care plans without slowing rounds. Fast, accurate judgment is a matter of life and death. The problem. Every shift, physicians write dense clinical notes and revise Assessment & Plan under time pressure. Important details can get missed, prior judgment isn’t carried forward cleanly, and the same bad suggestion can keep coming back. Review help that ignores what a clinician already accepted or rejected isn’t useful—and can erode trust. What it does. A clinician opens a patient, drafts or edits the SOAP note, and submits for review. Rounds proposes focused clinical plan changes grounded in the chart. The clinician accepts or rejects each one, with a short reason, then signs when ready. It sits beside the workflow clinicians already know: census, vitals, labs, meds, and the note itself. How it evolves. Rounds remembers this patient over time—prior notes, past proposals, and whether the clinician accepted or rejected them (and why). Rejected ideas are less likely to resurface; accepted guidance and outcomes shape future suggestions. The copilot gets sharper with use, not noisier. Why it matters. Faster, more consistent plan review; fewer repeated false starts; and a review partner that learns from the clinician’s judgment—not a black box that forgets yesterday’s decisions.
Tools used
  • Actian
  • Pioneer