# ClusterX

- **Event:** [Agents in Context Toronto: a MongoDB Hackathon](https://cerebralvalley.ai/e/mongodb-toronto-hackathon)
- **When:** Sat, Nov 14 at 9:00 AM – 9:00 PM (EST)
- **Where:** Toronto, Canada
- **Team:** [Shivam Kaushik](https://cerebralvalley.ai/u/Shivamkaushik), [Ishika Bhutani](https://cerebralvalley.ai/u/Ishikabhutani)
- **GitHub:** https://github.com/shivam-kaushik/Governed-Memory-Layer
- **Demo video:** https://youtu.be/PjO_9Qn1BYc
- **Gallery:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/31

Governed Memory Layer — agent memory with a permission system, an expiry date, an undo button, and a receipt

Governed Memory Layer answers the Memory You Can Govern challenge. Agents that remember are only safe if someone can answer for what they remember, so we built a memory layer that any agent calls through four verbs: remember, recall, correct and forget.

What it does. Identity comes from the server session, never the request. Every recall is policy-checked, searched with a tenant-fenced Atlas Vector Search prefilter, and rechecked against the source record, so unauthorized memory never reaches the model. Expiry is a hard read-time gate. 

Wrong memories become new versions with history kept. Forgetting writes a tombstone, deletes derived memories, and is verified by probes. Every operation is audited with ids and reason codes only

## More from Agents in Context Toronto: a MongoDB Hackathon

- [Precedent](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/28)
- [AWP](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/29)
- [Lore](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/30)
- [keepsake](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/32)
- [JQ](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/33)
- [Yanli](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/34)

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Markdown version of https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/31. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt