# continuum

- **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:** [satoru takeda](https://cerebralvalley.ai/u/semilla)
- **GitHub:** https://github.com/mira-takeda/continuum
- **Demo video:** https://www.youtube.com/watch?v=dXH--t_8F5Q
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1974

Continuum is a local-first continuity layer for Muse Code, running Meta’s Muse Spark model. It organizes memory into three scopes: a personal encyclopedia, project-specific memory, and conversation history. Instead of scattering decisions across chats and Markdown files—or repeatedly sending an entire transcript—Continuum stores structured entries with source, status, stability, and correction history, then delivers only the relevant context. In a controlled cross-session benchmark, Continuum recovered 10/10 facts versus 1/10 for Muse without Continuum. A separate 150-turn validation added about 8% to sequence cost while in-session recall remained tied. The advantage is continuity across sessions, projects, and restarts—not stronger reasoning inside one conversation. Muse does the work. Continuum remembers it.

## More from Meta Global AI Developer Hackathon

- [Postor](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1971)
- [PHISHGUARD AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1972)
- [Md sabbir sikder](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1973)
- [ProofPatcher](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1975)
- [Spectra](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1976)
- [Epicenter](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1977)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1974. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt