# Witness Warehouse Solution

- **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:** [Edward Harris](https://cerebralvalley.ai/u/GratefulEd_)
- **GitHub:** https://github.com/Grateful-Ed/witness
- **Demo video:** https://youtu.be/0mQioxbNCR0
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4587

Witness is a full warehouse management system run by voice and vision — an AI assistant for the entire warehouse process, from dock appointment to load and ship. The worker talks to Meta AI and the WMS updates itself: no keyboards, no clipboards, no stopping to type.

It runs the whole building: dock doors, zones and bins, inbound and outbound, one system across three surfaces — the desk keeps the record, the phone captures, the glasses glance. A voice-driven work queue dispatches the shift; the central agent prepares work before anyone asks, pre-staging what's needed and warning about what's about to jam. A live map shows the warehouse as it actually is, and managers get bottleneck warnings with their numbers showing — always a proposal, never a decision.

At receiving, every shipment gets two independent witnesses: the receiver's own spoken scan and a photo scan of the same load, cross-checked point by point — Agree, Flag, or Can't verify — with every disagreement becoming a finished OS&D (overage, shortage & damage) report. The machine never signs off; a human decides.

Witness also learns the building's own language. Its ontology is dynamic: when a worker uses a word it doesn't know, it asks, and the answer becomes part of the system. The demo proves the whole system in a kitchen — one room of the warehouse, same software — where a grocery receipt becomes a putaway job worked by voice and glasses.

## More from Meta Global AI Developer Hackathon

- [FullCircle ComXpress](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4584)
- [Ferrum](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4585)
- [IncidentLens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4586)
- [Bounty. AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4588)
- [Assemvio](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4589)
- [Lianne Baron](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4590)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4587. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt