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Live nowSeason 1 ยท Episode 5 ยท GPS
AI

Blame Context

Hover any line and see why it was written, reconstructed from commits, PRs, and issues. Built for Pair Programmer's Apprentice โ€” use lumen forge to build a tool for developers who are new to a codebase. Git history reconstruction and the hover card. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.

Felix BauerSubmitted โ€”71.3/ 100
๐Ÿ”ฅ 34๐Ÿš€ 29๐Ÿคฏ 15

Gallery

Screens

Blame Context โ€” main view

Blame Context โ€” result state

On the clock

What shipped, what didn't

Completed in time

Git history reconstruction and the hover card.

Unfinished / faked

Slow on repos over 10k commits โ€” no caching layer.

Obstacles

Spent too long on the data model and had to build the interface in the last eight minutes.

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 Blame Context 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.

Marcus Bell

Founder, Bellwether Studio

The scope discipline here is the whole story. One path, finished, demoed without a stumble. That is what a 30-minute build should look like.

Hana Kobayashi

Principal Research Engineer, Independent

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.

Discussion

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