Technical resources / 07

Data Decisions Before Data Volume.

Practical guides for robotics, physical AI, data, and procurement teams evaluating viewpoints, collection programs, schemas, rights, and readiness.

Choose the Decision

Start with viewpoint selection, robot-learning fit, dataset procurement, collection design, annotation, privacy, or release readiness.

A buyer’s guide to first-person, third-person, and synchronized capture for robotics and physical AI.

How first-person demonstrations can support manipulation, VLA systems, navigation, and long-horizon task learning.

A procurement framework for deciding when public benchmarks are enough and when custom collection is justified.

A field guide to task design, camera placement, contributor instructions, privacy controls, and acceptance testing.

A practical schema guide for actions, objects, timestamps, task structure, provenance, and delivery.

Operational controls for first-person recording in homes, workplaces, and other real environments.

A concrete acceptance framework for converting real-world recordings into usable, versioned training data.