# OneShot(Aegis)

- **Event:** [The Harness Engineering & Model Wrangling Hackathon](https://cerebralvalley.ai/e/mongodb-nyc-hackathon)
- **When:** Sat, Sep 26 at 9:00 AM – 10:00 PM (EDT)
- **Where:** New York, NY
- **Team:** [Subhradeep Acharjee](https://cerebralvalley.ai/u/subhradeep), [R S](https://cerebralvalley.ai/u/rsg), [Tanmay Sahu](https://cerebralvalley.ai/u/Tanmay3), [Nobodit Choudhury](https://cerebralvalley.ai/u/dotbion)
- **GitHub:** https://github.com/7dracoder/OneShot
- **Demo video:** https://youtu.be/Xo823jpl774
- **Gallery:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/57

Aegis is an evidence-governed repair harness for broken API integrations. It uses Strands agents, isolated candidate workspaces, MongoDB Atlas durable memory and Vector Search, Voyage embeddings, Jev advisory decisions, LangSmith tracing, and immutable evaluators to detect, repair, verify, recover, and safely promote API migration fixes.
https://oneshot-aegis.vercel.app/

## More from The Harness Engineering & Model Wrangling Hackathon

- [Alter](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/54)
- [44872](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/55)
- [Grue Lab](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/56)
- [CyclopsDiary](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/58)
- [Incident Memory](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/59)
- [Precedent - the Harness for Evolving Memory](https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/60)

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Markdown version of https://cerebralvalley.ai/e/mongodb-nyc-hackathon/hackathon/gallery/57. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt