# Hype

- **Event:** [The Harness Engineering & Model Wrangling #SFTechWeek Hackathon](https://cerebralvalley.ai/e/mongodb-sftw-hackathon)
- **When:** Sun, Oct 11 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Nick Lulofs](https://cerebralvalley.ai/u/hype), [Chris Forrester](https://cerebralvalley.ai/u/elationate), [Ted Dessert](https://cerebralvalley.ai/u/teddessert)
- **GitHub:** https://github.com/HypernymAI/amble_mongo
- **Demo video:** https://youtu.be/-LxDgTxfKP0
- **Gallery:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/59

Agents forget people between conversations and repeat the same mistakes. We built Amble’s Atlas memory loop to preserve context and learn from feedback: record conversation turns, recall relevant memories, judge replies, and consolidate memories and lessons through Dream. Lessons guide later answers, while a mind panel exposes the process. Our native memory prototype uses Voyage embeddings and a verified ready, queryable Atlas Vector Search index.

## More from The Harness Engineering & Model Wrangling #SFTechWeek Hackathon

- [Long Horizon Quant Research](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/56)
- [LLM deployment agent](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/57)
- [LabRat](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/58)
- [The Data Graduate](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/60)
- [Uptime Harness](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/61)
- [Bonsai](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/62)

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Markdown version of https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/59. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt