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A robot arm reaching for a cube on a dark stage.

The embodiment layer for robot foundation models

One brain.
Changing bodies.

Kyno learns how each robot turns intent into motion.

Kyno predicts the motion before it happens.

Intent is not execution.

The same action lands differently on every body.

Exact differences can be bound before execution.

BUILT IN THE PHYSICAL WORLD

  • 84%of the miss gone after one onboarding session.
  • 20°of camera movement survived. Nothing retrained.
  • 14 mmwhere the same frozen brain missed by 230 before.

One model.

Every robot gets its own body memory.

New model.
Same body.

Kyno already knows the robot.

One brain,
changing bodies.
One body,
changing brains.

KYNO

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The layer

The knowledge belongs to the machine.

Everything a robot learns about its own body lives inside whatever model learned it. Invisible, untransferable, gone on every upgrade. Kyno writes it into a file that belongs to the machine. The body's passport.

  • 01

    Swap the brain.

    A better model ships. The fleet takes it that day. The memory outlives every brain that borrows it.

  • 02

    Arrive knowing.

    A new robot learns itself in minutes, starting from every sibling that came before it.

  • 03

    Precision becomes software.

    A body that knows exactly how it misses can be built looser and land the same. The cost of capable machines bends.

  • 04

    A legible history.

    How a machine changes over the years becomes visible. Before it breaks. When it changes hands.

WHERE IT STANDS

Every number above was measured on a $110 arm, against a bar set in advance. One body so far. The second is the next gate.

THE BET

Every platform came apart into layers. Robotics is next.

Software had the operating system. Networks had the protocol. Robotics gets its layer when body knowledge leaves the model and stays with the machine.

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