# Threadline Discovery

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Raksha Krishna Moorthy](https://cerebralvalley.ai/u/rakshakmoorthy)
- **GitHub:** https://github.com/rakshakmoorthy/threadline-discovery
- **Demo video:** https://youtu.be/Pra8T9e5sw4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3497

Threadline Discovery is an agent that turns what people recovering from a mastectomy say about clothing into evidence-checked product ideas for adaptive fashion teams. Brands often guess what to build. Patients describe the real problems in public forums, but no design team can read thousands of threads.

How it works. (1) Muse Spark reads 43 short research notes, written in my own words from six public forum threads, and proposes distinct garment ideas, each citing the notes that support it. (2) Each idea gets a first verdict from Muse Spark and an independent second verdict from Muse Wonder, which decides. Ideas the cited notes do not support are rejected, and the page shows why. (3) Code, not a model, scores survivors out of 100 from evidence, source spread, and verifier confidence. (4) Muse Image draws each concept, and Muse Spark checks that the key features are visible, redrawing once if they are not.

The site shows the agent's run as a live trace, a map linking every idea to the notes behind it, and the rejected ideas. In the last run, 5 of 6 ideas survived. The two models split once, on a fastener-free pants idea backed by a single note. It stayed in and ranks last at 38 out of 100.

Data and rights. Forum posts belong to their authors, so no post text is in the repository or on the site. A script restates each post as a one-sentence note and rejects any note that shares more than three words in a row with its source. Each note links to its public thread.

Limits. One condition, 43 notes, and claims are checked against the notes, not the original posts. Not medical advice. It supports product decisions for brand and design teams.

## More from Meta Global AI Developer Hackathon

- [Mollet](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3494)
- [Remboai](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3495)
- [Creative Conventionals](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3496)
- [OpenEyes](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3498)
- [StepSignal](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3499)
- [oguirado](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3500)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3497. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt