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Industrial Physical AI · sample · Warehouses & logistics
The swarm, dispatched as one.
Five humanoids, five forklifts, ten staff, 1,000 parcels in bursts to the docks. This is our reference scenario — and the one behind the 20%.
Swarm dispatch · pallet flow · near-miss prevention
What we deliver
One measured world.
For warehouses & logistics.
01
Swarm dispatch
Hungarian assignment + reservation routing: one parcel per pending robot, claims that never collide.
02
Pallet flow on position
Every pallet, pick and aisle block lives on the graph — “what is happening, where?” has one answer.
03
Agentic supervision
Agents approve, override with a reason or veto — people on the loop; no unverified output moves a robot.
REAL → SIM → REAL
The loop, on your floor.
Measured in. Simulated. Back to the fleet.
What goes in from your warehouses & logistics floor, what we simulate, and what comes back to every machine — labelled simulated until it runs on your floor.
01 · REAL
Forklifts, humanoids, people — one world.
- Sense tags on every truck, robot and vest
- WMS orders and dock bursts on the graph
- Our reference floor: 5 + 5 + 10
Measured, not inferred
02 · SIM
1,000 paired seeds, one switch.
- Cosmos 3 ego view of H1 · deterministic swarm sim
- Hungarian dispatch + reservation routing
- +25.3% UPH, −23.8% near-misses — simulated
NVIDIA Cosmos 3 · swarm simulation
03 · REAL
Dispatch the swarm as one.
- One parcel per pending robot, claims never collide
- Agents approve, override with a reason, or veto
- People on the loop; nothing unverified moves
Back to the warehouses & logistics floor
Targets
What good looks like.
Numbers from paired-seed simulation, rounded down and labelled. Your floor sets the real number — that is what the pilot measures.
+25.3%
units per hour vs vision-only · simulated
−23.8%
near-misses · simulated
0
refusals / errors in 1,587 agentic decisions · recorded
Contact
Get in touch
Bring your warehouses & logistics floor.
Tell us what you are building. A short introduction, NDA — then we simulate your site first.
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