From robot video to training-ready physical supervision.

1
Bind the source
Map episode IDs, camera streams, frame clocks, actions, telemetry.
2
Establish physical time
Timing anomalies and coverage gaps are recorded.
3
Calibrate to the corpus
Where the dataset carries physical sensors, calibration and quality checks use them. Where it doesn't, a corpus-specific review and validation protocol stands in.
4
Generate the five signals
Emitted with confidence and abstention. When the scene doesn't support a label, the system declines.
5
Audit held-out data
Each pack ships with its quality report and known limits.
6
Deliver a versioned overlay
Manifest, checksums, provenance, corrections history.

Search and review

The review software inspects uncertain labels, searches transitions, validates corrections. We sell the data, not the software.