# Satyahd

- **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:** [Akileshwarakrishnan a](https://cerebralvalley.ai/u/Akilesh110)
- **GitHub:** https://github.com/Akileshwarakrishnan/satyahd
- **Demo video:** https://www.youtube.com/watch?v=0kyh7YhENe8
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1002

In Moffatt v. Air Canada (2024 BCCRT 149), a civil resolution tribunal established that companies are strictly legally liable for unauthorized representations and hallucinated discounts invented by their AI chatbots. Prompting alone cannot solve this—you cannot trust probabilistic neural weights to police themselves.

Satyahd (सत्याह) is a universal zero-trust policy enforcement middleman for enterprise AI chatbots. Operating as an external air-gap layer (via Model Context Protocol and an HTTP REST API), Satyahd intercepts draft replies and tool executions before they ever reach a customer:
1. Fast Extraction: Meta's muse-spark-1.3 extracts commercial promises (discounts, delivery windows, return periods, warranties) into normalized schemas in sub-50ms.
2. Deterministic Pure-Python Decision Tables: An LLM never makes the final legal verdict. Rule evaluation is executed entirely by deterministic Python math against immutable business rules.
3. Autonomous Bounded Rewriting: If an adversarial prompt hacks the host bot into promising 90% off, Satyahd immediately intercepts the draft and safely rewrites it to the authorized policy cap (e.g., 10% maximum discount) before release.
4. Multimodal Damage Analysis: Meta's SAM 3.1 segments user-submitted product photos during dispute and return flows.
5. Cryptographic Non-Repudiation: Every approved or rewritten decision is signed with an Ed25519 private key and sealed into a continuous SHA-256 hash chain protected by SQLite append-only triggers.

## More from Meta Global AI Developer Hackathon

- [Pahami](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/999)
- [Maxim Zaks](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1000)
- [My Side Call](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1001)
- [Dastan](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1003)
- [See the Shake](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1004)
- [Breadcrumbs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1005)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1002. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt