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Live nowSeason 1 ยท Episode 5 ยท GPS
AI

Night Watch

An agent that triages your overnight error spikes and files one summary issue with a proposed fix. Built for Quiet Hours โ€” build an agent that does useful work while its user is asleep. Log ingestion, clustering, issue filing, and the fix proposal. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.

Kenji WatanabeSubmitted โ€”76.6/ 100
๐Ÿ”ฅ 58๐Ÿš€ 34๐Ÿคฏ 2

Gallery

Screens

Night Watch โ€” main view

Night Watch โ€” result state

On the clock

What shipped, what didn't

Completed in time

Log ingestion, clustering, issue filing, and the fix proposal.

Unfinished / faked

It can propose a fix but can't open a PR yet.

Obstacles

The first approach needed a background worker I didn't have time to deploy, so I moved it inline at minute 14.

Lessons learned

Test the demo path once at minute 25. I didn't, and it showed.

Process

Prompting approach

Started from a single system prompt describing the user and their constraint, then iterated with the assistant on the Night Watch 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.

Pre-existing code reusedNone
Template or boilerplate usedDisclosed

Started from the official framework starter template, unmodified.

CollaboratorsSolo
Work before the build windowNone

Judging

Public feedback

Judges' private notes stay private โ€” this is what they chose to say publicly.

Elena Voss

VP of Engineering, Harbor Compute

Excellent use of the model โ€” it is doing actual work here, not decorating a form. The failure case you showed earned you points rather than costing them.

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

Genuinely useful. I would install this. The limitations section is honest, which makes me trust the rest of the submission more.

Discussion

1 comments

Elena Vossโ€”

Scored this earlier. Posting publicly because it's worth saying twice: showing the agent's failed first attempt in the demo was a deliberate choice and it raised my confidence, not lowered it.

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