A human demonstrates the task.
The motion, interaction and outcome become a recorded episode.
Takeloop, robot learning data.
Manipulation data that closes the loop.
Teleoperation demonstrations, human takeovers, and failure-recovery data. Captured, quality-scored, and delivered in the format your training stack already reads.
500demonstrations per initial pilot
Robots learn
from people.
Failure is part of the episode.
One continuous record. From demonstration to intervention to recovery.
OVERHEADILLUSTRATIVE VIEW
LEFT WRISTILLUSTRATIVE VIEW
RIGHT WRISTILLUSTRATIVE VIEW
The trace breaks. A human steps in.
The intervention is captured as data, not discarded as an exception.
The recovery joins the dataset.
Failure closes the loop.
500demonstrations in initial pilotFrom demonstration to recovery data — without waiting for a full-scale collection program.
Data built around the moments robots struggle with.
Teleoperation demonstrations
Human-controlled robot demonstrations captured at the task level.
Egocentric and wearable human demos
Human motion and manipulation captured from the operator's perspective.
Takeovers and recovery data
Human interventions when autonomous behavior fails.
Success / failure labels
Structured outcome labels tied to the episode.
Scope. Capture. Check. Deliver. Repeat.
Scope
Define the task, embodiment, success criteria and data requirements.
Capture
Record demonstrations, interventions and recovery behavior.
QA
Review synchronization, trajectory integrity, labels and episode quality.
Deliver
Package data in the format the training stack already reads.
Close the loop
Feed recovery and failure data back into the learning process.
Precision is the product.
Explore →Delivered in the format your stack already reads.
Explore →Your data stays yours.
Explore →A fixed-scope pilot. Decide with data.
One task family. Agreed acceptance criteria. A dataset your team can inspect.
Request a sample dataset- Scope
- 500 demonstrations of one defined task family
- Turnaround
- 10 business days target delivery
- Rate
- $15 / operator hour
- Acceptance
- Passes agreed QA thresholds or we re-collect at no cost.
- Day 0Task, embodiment, success criteria and schema locked
- Day 3First 50–100 episodes delivered for review
- Day 5–7QA, corrections and re-collection
- Day 10Target delivery of the final 500-episode dataset