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Live nowSeason 1 ยท Episode 5 ยท GPS
AI

Repo Tour

A guided five-stop tour of any codebase, generated on the fly. Built for Pair Programmer's Apprentice โ€” use lumen forge to build a tool for developers who are new to a codebase. Tour generation and the step-through UI. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.

Mira SandovalSubmitted โ€”52.9/ 100
๐Ÿ”ฅ 18๐Ÿš€ 10๐Ÿคฏ 17

Gallery

Screens

Repo Tour โ€” main view

Repo Tour โ€” result state

On the clock

What shipped, what didn't

Completed in time

Tour generation and the step-through UI.

Unfinished / faked

Tour quality drops sharply on monorepos.

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 Repo Tour 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

Good instinct on the problem. I would have liked to see the model doing more of the reasoning rather than formatting output.

Marcus Bell

Founder, Bellwether Studio

The idea is strong and the execution is most of the way there. The demo path broke once, which is what separates this from the top three today.

Hana Kobayashi

Principal Research Engineer, Independent

Good instinct on the problem. I would have liked to see the model doing more of the reasoning rather than formatting output.

Discussion

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