SPECIALTY ROBOTSFOR REAL ROOMS
We use AI to design the body, mechanisms, physics, and controller for a real work cell—fast enough to make specialty robots radically cheaper.
CURRENT FOCUS / BIOLOGY LABS
A / 01
KWR-1 / FIRST PROOF01
BODY / PARTS / ROUTING02
CONTACT / FRICTION03Don't pick a body.
Search the room.
We generate candidate bodies, put them into the same task suite, break them on contact and reach, then train the controller against the outcomes. The KWR-1 challenge library is the proving ground; these renders make the search legible at a glance.
The body and the controller stay linked to the same environment until the design has reasons to pass—and reasons to refuse.
GENERATED DESIGN STUDIES. THE ACTUAL TEST SURFACE IS THE CHALLENGE MATRIX, SIMULATION REPORTS, AND INSPECTION VIEWER BELOW.
AT A TIME
The next useful robot is built for one room.
Kitchen Robot Now is the first proving ground. Biology labs are the current specialty design focus: plate handling, instrument tending, sample movement, and safe repeatable interaction.
CURRENT DESIGN STUDIES / BFrom environment brief to finalized controller.
Start with the room, not the robot.
Describe the environment, the work, and what counts as a safe failure. The same spec becomes the language for geometry, simulation, and verification.
A prototype is a chain of inspectable artifacts.
KWR-1 is the first room where the loop has teeth: geometry, contact, failure, learning, and a browser viewer you can inspect.
32 SCENARIOS / 6 BODIESGRASP ONLY COUNTS WHEN FRICTION HOLDS
FAILURE IS AN OUTPUTSIMULATED EVIDENCE, NOT A CLAIM OF PHYSICAL DEPLOYMENT READINESS.
Make bespoke hardware feel more like software.
The target is not cheap as a slogan. It is a design search over body, drives, sensors, materials, and build routes until a specialty robot can exist at radically lower cost.
READ THE COST STUDY ↗Start with the artifacts.
OPEN THE VISUAL ARTBOOK ↗Have a specialty job that deserves its own robot?
Bring the environment, the constraints, and the awkward work. We are building the AI-native system that makes a robot worth testing in weeks—not years.
START A ROBOT BRIEF ↗