# YourCircle

- **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:** [Rohan Aditya Ram](https://cerebralvalley.ai/u/rohanaditya)
- **GitHub:** https://github.com/rohanaditya/MetaGlobalAIDeveloperHackathon
- **Demo video:** https://youtu.be/gsqzMllEIKA
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4491

People follow creators because they want to do, buy and eat what those creators do. Meta AI cannot use that today. When I asked it to plan a holiday based on the people I follow, it answered Bali from a reposted Tripadvisor graphic and then admitted it was reading public trending posts.

YourCircle is a retrieval and re-rank service on Meta Model API that turns the people you follow into credited recommendations and a feed tuned to what you are planning. Ask "Plan 4 days in NYC in December" and only trusted creators who cover NYC are asked. Every stop in the plan is credited to someone you follow, with a source. The same intent then re-ranks your feed toward your plan, and every move comes with a reason.

How it works. Trust comes from saves, likes and watches in the user's Instagram export. Muse Spark with web search grounding tags what each creator covers, finds what they personally recommended, and builds the day plan. Recommendations without a source the search actually visited are dropped. Muse Voice Transcribe and SAM 3.1 power a clip reader that turns spoken tips in reels into exact quotes and cut-out images.

YourCircle plugs into an existing recommender at two points, a new retrieval source and a re-rank feature. Outside Meta it runs on the user's own data export. Inside Meta the ranker would call it on every feed refresh, making it a feature that could ship in Meta AI and Reels.

Built with Muse Spark 1.3, Muse Voice Transcribe, SAM 3.1 and Muse Code.

## More from Meta Global AI Developer Hackathon

- [AgentMatch](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4488)
- [Alan Robinson](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4489)
- [Persuna](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4490)
- [Nirtuel](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4492)
- [PAPAGEDON](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4493)
- [Forge Builders](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4494)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4491. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt