Training data

Capture how professionals actually do the work.

Demonstrations of complete procedures, with the decisions behind them and the standard the result has to meet.

Terminating a wire in a screw terminalIllustrative

ExpertStrip to the specified length without nicking the copper.

What we record

Demonstrations first.

You don't need a policy to start. Have one? Add corrections.

Full procedure
StripTwistInsertTightenTest
Core

Demonstrations

The whole task, or single subskills like stripping.

Expert notesSplayed strands, re-twist
Added to each

Annotations

The decisions, conditions and quality behind each one.

Episode 0142
Robot attemptExpert intervention
If you have a policy

Interventions

The expert takes over a failing attempt and recovers it. See Corrections.

Coverage

A few sessions, many situations.

Variations are agreed up front. Every episode is labelled by where it came from.

0.751.52.54 mm²Screw openScrew closedSplayed
Recorded by an expert Generated task variations
  1. Policy attempts
  2. Selected failures
  3. Expert demonstrations of the correct response
How a session runs

Trained on the interface, reviewed before delivery.

  1. Onboard

    Practice first

    Every expert learns the teleoperation controls on practice tasks.

    Practice tasks
    • Move and grasp
    • Use the tool
    • Mark a stage
  2. Record

    See what the robot sees

    Same cameras and state the policy trains on, plus force where the simulation models it.

    Wrist camera
    Overhead camera
  3. Annotate

    Say why, as it happens

    Mark stages and note decisions and the result.

    Expert notesSplayed strands, re-twist
  4. Review

    Checked before it ships

    Only reviewed episodes are delivered.

    Episode review✓ Included
    Stages markedNotes checkedStandard met
Training data

Scope a data pilot around one skill.

Recordings, annotations and task metadata, delivered as LeRobot, RLDS, HDF5 or your own format, with usage rights agreed upfront. A policy is optional.