# MongoDB Larpers

- **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:** [Aryan Verma](https://cerebralvalley.ai/u/aryanverma1), [Jerry Wu](https://cerebralvalley.ai/u/Lovelace), [Shan Truong](https://cerebralvalley.ai/u/Ghoul)
- **GitHub:** https://github.com/beanscrack/Recall-Trace
- **Demo video:** https://youtu.be/Khu2Xx1DTJs
- **Gallery:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/8

RecallTrace is an AI memory debugging and governance platform that identifies outdated or misleading memories influencing an agent’s decisions through counterfactual replay. Powered by MongoDB Atlas Vector Search and Voyage AI embeddings, it enables teams to investigate suspicious memories, approve evidence-based corrections, and maintain secure, versioned memory across tenants. By demonstrating how corrected memory changes an agent’s next action, RecallTrace makes AI agents more transparent, accountable, and reliable.

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

- [Sharleen Chebet](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/5)
- [Musory](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/6)
- [Phoenix](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/7)
- [Sepi](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/9)
- [Retcon](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/10)
- [ALabs](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/11)

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Markdown version of https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/8. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt