# Spatial Copilot for Warehouse & Factory Floors

- **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:** [Kuang-Ming Chen](https://cerebralvalley.ai/u/Gorden)
- **GitHub:** https://github.com/Gorden0413/spatial-copilot
- **Demo video:** https://www.youtube.com/watch?v=NE8NeHyeoNc
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2313

An aisle-safety copilot: before a forklift enters an aisle, a six-agent crew scans the scene and returns a measurement report — walkway, clearance in metres, blockage percent, mask evidence — with the GO / CAUTION / NO-GO / HOLD verdict attached as a suggestion whose basis names the measurement value and the threshold, and a human making the final approval. The report leads because round-1 annotation broke the verdict-led story: GO / CAUTION / NO-GO say how blocked a walkway is while HOLD says whether it can be assessed at all, and the 15% / 1.5 m cutoffs are builder policy assumptions, not standards. Dev set (30 labeled): v1 11 → v2 16 → v3 17; held-out #1 3/10 (blind); held-out #2 8/10 with floor input, 5/10 without.

The factory layer replays all 16 zones (4 aisle + 4 dock + 2 each of rack / pedestrian / agv_path / staging) through their rule packs with one plant verdict (GO 3 / CAUTION 3 / NO-GO 2 / HOLD 8, overall NO-GO — worst zone wins) and an append-only audit trail. The movement log adds test-time RSI over time: two clips, 7 zone events, all CONFIRMED under the 12-frame rule with dual-view agreement 7/7 — accuracy measured on tracks/events, which does not raise v6 aisle-verdict scores. Honest limits ship with the product: person perception on stills stays weak, zone boxes are eyeballed demo layout, the AGV track has a disclosed f0–18 acquisition gap, HOLD zones say what is missing instead of guessing.

## More from Meta Global AI Developer Hackathon

- [nef](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2310)
- [lxna_builds](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2311)
- [Robolance by openlance.ai](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2312)
- [Break This PR](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2314)
- [Wayfog](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2315)
- [Aditi Mehta](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2316)

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