Diffraction Diffraction
Pillar 02 · ACT Policy Training

Demonstration data that becomes deployable policies.

A policy trained on estimated poses inherits the estimation error. So we don't estimate: skilled operators demonstrate manipulation and navigation tasks inside the same calibrated POD environments we use for Ego/Exo4D capture — measured end-to-end, in real-world conditions, and tuned for deployment. Exports ship ready for LeRobot and GR00T training workflows.

TeleoperationSkilled operatorsReal-world conditionsDeployment-ready

From demonstration to deployment.

We don't sell whatever happened to be recorded. You define the policy you need; our operators and pipeline manufacture the demonstrations to match.

01 · Spec

Define the task

We scope tasks, environments, embodiments, and success criteria with your team — manipulation, navigation, or both.

02 · Demonstrate

Skilled teleoperation

Trained operators perform the demonstrations in real-world conditions — real clutter, real lighting, real objects — inside instrumented capture environments.

03 · Label & enrich

Action-labeled signal

Skeletal hand & body pose, depth, measured camera trajectory, object detection with persistent IDs, and 3D scene reconstruction — 60+ metadata fields per segment.

04 · Export

Train-ready formats

RLDS, the standard robot-training format, plus LeRobot and GR00T policy exports — tuned for your deployment pipeline.

Grid of synchronized egocentric video frames with skeletal hand-pose and per-frame object-detection overlays during a real manipulation task
Unretouched pipeline output — per-frame skeletal hand pose and object detection across synchronized egocentric views during a real manipulation task.

Built for labs that ship robots.

Ground truth for manipulation

Both-hand skeletal pose captured during real tasks — the foundation ground truth behind every humanoid robotics policy.

Instrumented, not just recorded

Measured camera trajectories, point-cloud scene reconstruction, and persistent object tracking ship alongside every demonstration.

Certified provenance

Every demonstration carries a cryptographically signed certificate proving consent and licensing. Revocation-aware, with EU AI Act transparency baked in.

60+
Metadata fields per segment
GR00T
& LeRobot policy exports
RLDS
Standard robot-training format
100%
Consented & certified

Need demonstrations for a specific policy?

Tell us the task, the embodiment, and the format your training pipeline expects. We'll handle operators, capture, labeling, and certification.

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Humans are at the center of everything we do.
Diffraction, Inc. · Columbus, Ohio