Delivery

Your schema. Your bucket. Your pipeline.

Training-ready files in the formats your stack already reads, with the QC trail attached.

Formats

The formats your stack already reads.

Robot learning formats
LeRobot v3 · RLDS · HDF5 · Zarr
Robotics logs
ROS 2 bag · MCAP · Parquet
Annotation formats
COCO · JSONL · KITTI · custom

Synchronization & metadata

Measured, never assumed.

Synchronization
≤ 1 frame skew · IMU ±20 ms
Measured for every episode and written to its sync report.
Per-episode metadata
Scene · task · embodiment · rig · consent ID · QC verdict
Travels with every episode.
Transfer
S3 · GCS · Azure · Hugging Face · encrypted disk
To your bucket or repository, or on encrypted disk when data can’t travel over the network.

Quality

The QC trail

In every delivery

  • Verdicts from two reviewers for every episode
  • Reviewer agreement for every batch
  • Rejections with reason codes. Nothing substituted quietly.
  • Review notes: what changed and why

In production

A dedicated team and a weekly batch report: what was delivered, what was rejected and why.

See one episode
Truck driving along a curved elevated road

Sample episode

See what one episode looks like.

Raw capture to training file, including what the reviewer changed.