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Live nowSeason 1 ยท Episode 5 ยท GPS
AI

Receipt Roll

A phone-camera receipt scanner that files expenses into categories. Built for Receipts โ€” build something that makes a messy pile of documents answerable. Camera capture and category assignment. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.

Sam OkonjoSubmitted โ€”34.6/ 100
๐Ÿ”ฅ 4๐Ÿš€ 6๐Ÿคฏ 10

Gallery

Screens

Receipt Roll โ€” main view

Receipt Roll โ€” result state

On the clock

What shipped, what didn't

Completed in time

Camera capture and category assignment.

Unfinished / faked

Categories are fixed and can't be edited.

Obstacles

A dependency version mismatch cost six minutes. Pinned it and moved on.

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 Receipt Roll 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 reusedDisclosed

Reused a personal utility file for date formatting (~40 lines), linked in the repo README.

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

Ambitious in a way that worked against you. Half of a large idea scores lower than all of a small one.

Claudia Reyes

Staff Engineer, Vantage Analytics

This needed a working demo path. I could not verify the core claim from what was submitted.

Hana Kobayashi

Principal Research Engineer, Independent

Ambitious in a way that worked against you. Half of a large idea scores lower than all of a small one.

Discussion

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