Chart Review
Pre-reads overnight patient notes and surfaces the three that need a clinician first. Built for Quiet Hours — build an agent that does useful work while its user is asleep. Triage ranking with an explicit uncertainty band. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.
Gallery
Screens
Chart Review — main view
Chart Review — result state
On the clock
What shipped, what didn't
Completed in time
Triage ranking with an explicit uncertainty band.
Unfinished / faked
Synthetic data only. This is a prototype, not a device.
Obstacles
Rate limits hit at minute 20 and forced a caching layer I hadn't planned for.
Lessons learned
Scope down before the timer starts, not at minute 20 when you're already committed.
Process
Prompting approach
Started from a single system prompt describing the user and their constraint, then iterated with the assistant on the Chart Review data model before writing any interface code. Full prompt log is in the repository under /prompts.
Fairness
Disclosures
Declared by the builder at submission time, visible to judges before scoring.
Judging
Public feedback
Judges' private notes stay private — this is what they chose to say publicly.
Elena Voss
VP of Engineering, Harbor Compute
Genuinely useful. I would install this. The limitations section is honest, which makes me trust the rest of the submission more.
Hana Kobayashi
Principal Research Engineer, Independent
Genuinely useful. I would install this. The limitations section is honest, which makes me trust the rest of the submission more.
Claudia Reyes
Staff Engineer, Vantage Analytics
Excellent use of the model — it is doing actual work here, not decorating a form. The failure case you showed earned you points rather than costing them.
Discussion
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