# MongoMation

- **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
- **Placement:** 1st Place
- **Team:** [ALI AMJAD](https://cerebralvalley.ai/u/aliamjad), [Zubair Zafar](https://cerebralvalley.ai/u/zubair480)
- **GitHub:** https://github.com/zubair480/MongoMation
- **Demo video:** https://youtu.be/H_7weLtCTmk
- **Gallery:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/20

MongoMation is an autonomous PLC engineer. You describe a machine in plain English, and Claude agents write IEC 61131-3 PLC code, compile and deploy it to a real OpenPLC runtime, and test it against a live Factory I/O simulation on AWS. When tests fail, the agent diagnoses them from measured sensor data and repairs its own code. Every stage is checkpointed in MongoDB Atlas, so runs survive crashes. A recursive self-improvement loop mines failures from Atlas and Raindrop to propose harness changes, which ship only if they beat a frozen benchmark on the real rig. The UI is a 3D control room with a live digital twin of the plant.

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

- [Probity](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/17)
- [WorldSTATE](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/18)
- [Agent46](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/19)
- [Expunge](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/21)
- [Oops, We Evolved!](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/22)
- [icomppower](https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/23)

---

Markdown version of https://cerebralvalley.ai/e/mongodb-sftw-hackathon/hackathon/gallery/20. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt