# Franck Melka

- **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:** [Franck Melka](https://cerebralvalley.ai/u/Franckygoes92)
- **GitHub:** https://github.com/franckygoes/axiom-meta-hackathon
- **Demo video:** https://youtu.be/JJ07LOp9kqE
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2349

AXIOM | The Governed Hive helps human reviewers identify inconsistencies between quotations, invoices and installation reports before making a business decision.

Inspired by my experience in IT support and knowledge management, the prototype combines four roles: an Analyst extracts fields with source citations; a Contradictor examines the original documents for semantic conflicts; deterministic Python checks validate citations, extracted values and consistency; and a human reviewer, the Beekeeper, records a decision separately.

The demo shows a case where all quantities agree, but an invoice claims completed commissioning while the installation report describes unresolved work. The result is REVIEW with cited evidence. A comparison case with an explicitly resolved reservation returns ALLOW, meaning only that the listed checks passed, never business approval.

We preserved six real Meta API trials, including an initial extraction failure that was blocked. Twenty-eight offline tests check software safeguards, not general model accuracy. Human decisions are linked to report snapshots using SHA-256; reviewer identity remains self-declared.

The Python implementation was built during the hackathon with Codex assistance. The AXIOM governance concept predates the event; no historical AXIOM runtime was imported. All demonstration documents are fictional.

## More from Meta Global AI Developer Hackathon

- [Resonance](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2346)
- [ninemomo](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2347)
- [NodXAI Science](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2348)
- [SoloTraveller](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2350)
- [Corgi_team](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2351)
- [FS-SC](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2352)

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