
Kitchen work robot.
Full stack.
Geometry, subassemblies, scene export, BOM, electronics schedules, wiring, assembly notes, and verification all leave the same pipeline.
OPEN KWR-1 DOSSIER ↗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 / FRICTION03The kitchen robot is the proving ground. W1 Wriggler is the first robot we intend to build to test whether AI-designed bodies survive contact with reality. Biology labs are the next room already inside the design search.

Geometry, subassemblies, scene export, BOM, electronics schedules, wiring, assembly notes, and verification all leave the same pipeline.
OPEN KWR-1 DOSSIER ↗
A small worm-like crawler with printable geometry, a firmware starting point, motion videos, and 12/12 simulated gates—still explicitly unbuilt.
OPEN W1 BUILD PACKAGE ↗
Plate handling, instrument tending, sample movement, and safe repeatable interaction are the current specialty direction for the next body search.
SEE BIOLOGY LABS ↗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 EXPORTED ENGINEERING PACKAGE.
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 / BDescribe the environment, the work, and what counts as a safe failure. The same spec becomes the language for geometry, simulation, and verification.
KWR-1 is the first room where the loop has teeth: geometry, contact, failure, learning, and an export package you can open.
32 SCENARIOS / 6 BODIES
GRASP ONLY COUNTS WHEN FRICTION HOLDS
FAILURE IS AN OUTPUTSIMULATED EVIDENCE, NOT A CLAIM OF PHYSICAL DEPLOYMENT READINESS.
Real robotics work is not one hero render. It is the body, its subassemblies, the export formats, the wiring map, the build notes, and the reasons a gate is still open.
ACTUAL MODEL / CABLE ROUTINGOpen the actual package: GLB bodies, subassemblies, BOM CSV, one-line wiring SVG, connector and cable schedules, assembly notes, and machine-readable verification.
OPEN THE KWR-1 PACKAGE ↗
SIMULATION / OBSTACLE AVOIDANCEW1 carries the question into hardware: printable parts, firmware starting point, motion evidence, and a report that says exactly what is still only simulated.
OPEN THE W1 PACKAGE ↗PUBLIC ENGINEERING-DEVELOPMENT SNAPSHOT / MODELED ≠ BOM-COVERED ≠ ENGINEERING-SELECTED ≠ ORDERABLE / PROCUREMENT RELEASE REMAINS BLOCKED
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 ↗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 ↗