# Unbox

- **Event:** [AIE Code Summit 2026 Hackathon](https://cerebralvalley.ai/e/aie-code-2026-hackathon)
- **When:** Sat, Nov 7 at 9:00 AM – 10:00 PM (PST)
- **Where:** San Francisco, CA
- **Team:** [Shanay Gaitonde](https://cerebralvalley.ai/u/shanaygaitonde), [Tarun Rajesh](https://cerebralvalley.ai/u/tarunrajesh07)
- **GitHub:** https://github.com/shanayg15/Unbox
- **Demo video:** https://www.youtube.com/watch?v=mxF3DFgwePI
- **Gallery:** https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/27

Learned robots work in most cases but fail on niche edge cases. Their decisions live inside millions of neural-network weights, so teams can’t tell exactly where things went wrong; they retrain on their best estimate and hope nothing else breaks. Unbox imitates a robot’s neural network with short, readable code built only from its behavior: Meta’s Muse Spark writes the code and designs experiments to test each rule, Subquadratic’s SubQ Snap reads every recorded decision to point at where the copy is still wrong, and a rule only counts once the robot’s own behavior confirms it (on simulated robots, it found the rule behind all 11 flaws we planted). Instead of estimates, robotics teams get the exact failing decision, where it fires, the evidence behind it, labeled data from that zone to post-train on, and the rules that must not change afterward, turning post-training for the billions of dollars of robots stuck in pilots into a targeted, checkable loop.

## More from AIE Code Summit 2026 Hackathon

- [rebrowse](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/24)
- [Flo](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/25)
- [Rollback Club](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/26)
- [PRProof](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/28)
- [Sharley - Vibecode for Production](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/29)
- [The Liftie Sutras](https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/30)

---

Markdown version of https://cerebralvalley.ai/e/aie-code-2026-hackathon/hackathon/gallery/27. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt