# Spartans

- **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:** [Anurag Singh](https://cerebralvalley.ai/u/anurag_devx)
- **GitHub:** https://github.com/anurag-devx/forward-court
- **Demo video:** https://www.youtube.com/watch?v=er92qcF2HDM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1021

WhatsApp Forward Court is a multi-agent, multi-lingual fact-checker for viral WhatsApp forwards in India, where misinformation spreads through family groups faster than any fact-check. Most of it isn't deepfakes: it's fake circulars, screenshots of fake news, old articles shared as new, and scam links.

Forward a message, screenshot, link or video to the WhatsApp bot. Scam and phishing checks run first (lookalike domains, fake KYC, OTP requests) and flag dangerous links without opening them. Muse Spark reads the forward, with SAM 3.1 zooming in on small text; mismatched media is called Misleading. Evidence is gathered for and against, trusted sources first; an existing fact-check decides when there is one. Otherwise a prosecutor and a defender argue using only cited evidence, and a judge votes three times. The verdict card (True / False / Misleading / Unverified / Dangerous) comes back in the forward's own language — English, Hindi and more — with sources. When evidence is thin, it says Unverified — it never guesses.

Every runtime model is Meta's: Muse Spark 1.3, SAM 3.1, Muse Voice Transcribe; built with Muse Code. Judges can run it without a key: python main.py --demo --replay.

## More from Meta Global AI Developer Hackathon

- [Frogless](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1018)
- [Precept Ledger](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1019)
- [Watt-loop](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1020)
- [zeroflaw](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1022)
- [Golden services](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1023)
- [Rajan Bajaj](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1024)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1021. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt