# VSEE

- **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:** [Ryan wu](https://cerebralvalley.ai/u/Ryan1008)
- **GitHub:** https://github.com/ryanwu1008/vsee-belief-reversal.git
- **Demo video:** https://drive.google.com/drive/folders/1QxaXtFjCzFVrrHhDPXFvPvRHMUw0_NfL?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/14

VSee is a MongoDB-native persistent-context system for venture teams. It stores source-linked decks, documents, and company memories in Atlas, using Voyage AI-powered embeddings and Atlas Vector Search for scoped retrieval. New evidence is tested against prior revisit conditions with immutable audits and crash-safe checkpoints. Fireworks AI generates cited memos but cannot alter PASS-to-REVISIT decisions, keeping every result inspectable and reproducible.

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Markdown version of https://cerebralvalley.ai/e/persistent-context-sprint-hackathon/hackathon/gallery/14. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt