Glossary
Extracts the domain vocabulary a codebase assumes you already know. Built for Pair Programmer's Apprentice — use lumen forge to build a tool for developers who are new to a codebase. Term extraction and definition generation. The interface is deliberately narrow: one path, done properly, rather than a broad surface that half-works at the deadline.
Gallery
Screens
Glossary — main view
Glossary — result state
On the clock
What shipped, what didn't
Completed in time
Term extraction and definition generation.
Unfinished / faked
Lots of false positives on generic names.
Obstacles
Lost four minutes to an auth redirect loop that turned out to be a trailing slash.
Lessons learned
Boring, well-understood tools beat interesting ones when there's no time to debug.
Process
Prompting approach
Started from a single system prompt describing the user and their constraint, then iterated with the assistant on the Glossary 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
The AI component feels bolted on. Ask yourself whether the product still works if you removed the model — here, I think it does.
Marcus Bell
Founder, Bellwether Studio
Ambitious in a way that worked against you. Half of a large idea scores lower than all of a small one.
Hana Kobayashi
Principal Research Engineer, Independent
This needed a working demo path. I could not verify the core claim from what was submitted.
Discussion
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