# Frontier pilots

- **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:** [Ishaan Bahl](https://cerebralvalley.ai/u/ishaan_19)
- **GitHub:** https://github.com/pratyushk22/paper-stress-agent
- **Demo video:** https://drive.google.com/file/d/1es18nFs6mp1fd7PGCXgpE7CL3t3UP0gV/view?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3613

Paper Stress-Testing Agent helps researchers turn a paper’s claims and assumptions into reviewable evidence. Users upload paper text, inspect extracted claims and source quotes, and run supported experiments through a domain-specific harness. Results—including baselines, stress levels, metrics, and reproduction status—can be stored locally or in FalkorDB, then explored through reports and GraphRAG chat. The current prototype supports deep-learning optimizer experiments and synthetic signal-processing tests. It does not automatically reproduce arbitrary papers or generate experiment harnesses.

## More from Meta Global AI Developer Hackathon

- [Mango](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3610)
- [Usher By Looma](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3611)
- [Bruteforce](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3612)
- [Skapter](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3614)
- [HOL](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3615)
- [ALAA EDDINE ROUCADI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3616)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3613. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt
