# Amos Kanyanta

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Amos Kanyanta](https://cerebralvalley.ai/u/AmosKays)
- **GitHub:** https://github.com/Amos-kays/bearings
- **Demo video:** https://youtu.be/xihJStfTqis
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3456

Bearings checks whether an AI coding agent’s “done” claim matches the evidence. It measures progress against an MVP definition using project files, executable checks, git history, and agent session records. Each acceptance item is classified as verified, built, declared, contradicted, missing, or unknown.

In the seeded shopping-cart demo, Bearings exposes a failing total calculation and a missing checkout feature despite a confident completion claim. It then dispatches one blocker to Muse Code in an isolated git worktree and measures the result again. The cart total becomes verified; checkout remains contradicted.

Bearings provides repeatable, readable evidence not a guarantee of correctness. Weak checks can fool it, so human review remains essential.

## More from Meta Global AI Developer Hackathon

- [AVO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3453)
- [TraceForm](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3454)
- [ASCII](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3455)
- [Nearhand](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3457)
- [Sentinel AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3458)
- [Taskforce 141](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3459)

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