# Relay

- **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:** [G Ramachandra](https://cerebralvalley.ai/u/gowtham66866)
- **GitHub:** https://github.com/gowtham66867/relay-order-operations
- **Demo video:** https://github.com/gowtham66867/relay-order-operations/releases/download/demo-v1/relay-demo.mp4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2398

Relay turns conversational order changes into evidence-linked, human-approved fulfillment decisions for small distributors. When a customer says “three boxes, same rate, Friday,” operators can otherwise promise unavailable stock, misread quantities, or overwrite an agreed price. Relay clarifies missing facts before planning and keeps customer acceptance separate from execution.

Six layers: durable message intake and deduplication; real Meta Muse Spark intent extraction with source quotes; schema, evidence, pricing and stock checks; feasible partial allocation or catalog substitution; version-bound customer acceptance plus operator approval; atomic ledger updates with stock revalidation and an activity trail.

The demo follows a real Meta inference: clarify a 30-unit request, identify only 18 available, propose 18 now with 12 on backorder, record acceptance, approve and verify the ledger, then block a duplicate replay. API credentials remain server-side.

Validation: 35 automated tests, 20 deterministic scenario evaluations, and 6/6 synthetic live Meta model scenarios passed. Public evaluation reports include actual provider response metadata. This is a working prototype with synthetic business data. It does not send customer messages, connect to production ERP systems, verify transport capacity, or claim measured business impact. An offline WhatsApp signature/normalization adapter is included; live webhooks are future work.

Public source and the accessible three-minute narrated walkthrough support independent review. The hosted operational workspace remains private. Target outcome to validate with merchants: fewer unfulfillable promises, less manual reconciliation, and an auditable path from customer request to warehouse action.

## More from Meta Global AI Developer Hackathon

- [CanisMajor](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2395)
- [Muse RAISE](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2396)
- [RightOnTOp](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2397)
- [AuditCanvas](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2399)
- [self](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2400)
- [BIO ZOO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2401)

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