Embodiment

Object Class

It picked up something it had never seen, on the first try.

What if a machine could learn physics the way we did — by touching things? Object Class doesn't follow instructions — it builds understanding. It constructs spatial models in real time by interacting with the world and revising its beliefs. It doesn't need CAD files or pre-mapped environments. Drop it in a room it's never seen, and it will build a theory of that room — the way you once built a theory of gravity, by reaching for something and watching it fall.

novel object success rate

0ms

planning latency

zero-map

no prior data required

0.0N

manipulation resolution

Capability Map

Object Class connects to: Autonomous Navigation, Object Manipulation, Disaster Response, Surgical Assistance.

Object Class's capabilities span 4 frontier domains.

What We Found

Assumptions We Overturned

Robots need pre-mapped environments

→

Navigated a collapsed building with zero prior data — mapped 3 floors and located 12 simulated survivors in 40 minutes

Manipulation requires per-object programming

→

Learned to handle 14 product variants from zero demonstrations by building a physics model of each object in real time

Disaster response is too unstructured for autonomy

→

Assessed structural damage in an earthquake simulation faster than a 4-person engineering team, with 96% agreement

Precision tasks need rigid end-effectors

→

Sub-millimeter surgical assistance using compliant force control — adapting to tissue resistance 400 times per second

Unexpected Uses

We Didn't See This Coming

A glassblower

Object Class learned the fluid dynamics of molten glass by watching. Then it assisted with shapes the artisan couldn't hold steady enough to execute alone. The pieces are in a gallery in Copenhagen.

A paleontologist

Used Object Class's spatial reasoning to virtually reassemble a shattered Cretaceous skull — 340 fragments — that had defeated manual reconstruction for 12 years.

A choreographer

Taught Object Class a dance sequence. It improvised variations that respected the physical constraints of the human body while finding movements no human had tried. The piece premiered in Lyon.

“The robot didn't replace anyone. It made possible the thing we'd been imagining for twenty years but couldn't physically execute.”

— VP Operations, Advanced Manufacturing

In The Field

Real Results

A logistics company

96.2% autonomous navigation success rate in a 50,000 sq ft warehouse with constantly moving obstacles. No pre-mapped paths. Object Class built and rebuilt its spatial model 12 times per second.

A search and rescue team

In a collapsed-structure exercise, Object Class mapped 3 floors and identified 12 simulated survivors in 40 minutes. Zero human entry required. The structural assessment matched a 4-person engineering team's report at 96% agreement.

A manufacturing partner

Learned to assemble 14 different product variants from zero demonstrations. Changeover time dropped from 3 days to 2 hours — not because Object Class was faster, but because it didn't need to be taught.

How It Connects

One Architecture

Object Class connects to: Oracle Class D, Oracle Class R.

Oracle Class D

Object Class acts on Oracle Class D's decisions — the bridge between judgment and physical action.

Learn more →

Oracle Class R

Oracle Class R plans the strategy. Object Class executes it in the physical world — reasoning and action, unified.