# self

- **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:** [Md Mujeeb Roshan](https://cerebralvalley.ai/u/mujeebroshan)
- **GitHub:** https://github.com/Mujeebroshan/counterfactual-lab
- **Demo video:** https://youtu.be/BPPWcUqf_Jc
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2400

Causal debugging for AI agents.** Instead of asking a model *"what do you think went wrong?"*, Counterfactual Lab runs a **controlled experiment on the agent's own execution trace**: it generates competing root-cause hypotheses, compiles each one into a validated intervention, replays the agent with and without that intervention, and reports a statistically grounded verdict.

## More from Meta Global AI Developer Hackathon

- [RightOnTOp](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2397)
- [Relay](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2398)
- [AuditCanvas](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2399)
- [BIO ZOO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2401)
- [Environment Memory](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2402)
- [GeoAlibi](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2403)

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