# Continuum

- **Event:** [The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest](https://cerebralvalley.ai/e/persistent-context-sprint-hackathon)
- **When:** Thu, Aug 13 at 12:30 – 8:00 PM (PDT)
- **Where:** Pier 48, San Francisco, CA
- **Team:** [Kaushik Ruparel](https://cerebralvalley.ai/u/kaushr), [Payal Thakkar](https://cerebralvalley.ai/u/payalthakkar)
- **GitHub:** https://github.com/payalthakkar1/continuum
- **Demo video:** https://www.youtube.com/watch?v=eSRUdR-nQj0
- **Gallery:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/69

Most assistants react to the latest signal. Continuum learns from longitudinal signals, maintains an evolving understanding, and knows when to ask, inform, or stay quiet. It connects live activity, calendar, and environmental data with confirmed goals and relevant past episodes. Built on MongoDB Atlas, Continuum combines durable memory, semantic retrieval, and auditable decisions to make every interaction more relevant and trustworthy.

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Markdown version of https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/69. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt