# Continuum

- **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:** [Chernet Asmamaw](https://cerebralvalley.ai/u/cher), [Mbebo Nonna](https://cerebralvalley.ai/u/nonnabyte)
- **GitHub:** https://github.com/ChernetAsmamaw/Continuum-AI/
- **Demo video:** https://youtu.be/Ap8-p4yq5gM
- **Gallery:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/21

Continuum is an AI care coordinator for the 30 days after a patient leaves the hospital, when follow-ups are most often missed. When a patient is discharged, the hospital’s EHR sends a discharge message, and Continuum pulls the patient’s record, orders, appointments and medications. An ingestion pipeline turns these into follow-ups with deadlines, saving each step in MongoDB Atlas so it can resume after a crash. It uses Vector Search to recognize orders even when their codes or wording change. Agents then do the work: a voice agent calls the patient, check-ins go out by text and email, and a result checker watches the EHR for proof that each follow-up happened. Every action is tracked from sent to confirmed, and a follow-up is closed only with real evidence. Coordinators watch it all live in a simple console, and anything the agent proposes waits for their approval.

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

- [Ontara](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/18)
- [Refund guard](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/19)
- [Bedley](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/20)
- [WhatAboutage](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/22)
- [Load Path](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/23)
- [CONTEXT RETAIL : The Governed Memory Platform for AI-Powered Retail Operations](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/24)

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Markdown version of https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/21. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt