Questions, answered.

We capture how expert practitioners do real physical work. Each session records six synchronized streams: first-person video, eye gaze and attention, body and hand motion, verbal protocol, environment state such as force and position, and an expert-graded outcome. The point is to capture the cognition behind the action, not just the action, including the moments where an expert notices a problem and recovers.

The Expert Demonstration Standard, or EDS, is our open schema for expert demonstration data. It defines how the six streams are aligned, how consent and provenance are recorded, and how a session is packaged for training. It releases as an open specification in 2026, with native exports to LeRobot, Open X-Embodiment, and RLDS.

We are early and capturing now. Three verticals are in active capture across eight partner sites under signed agreements, starting with Hospitality F&B Cognition. Sample packs from the first dataset are available for evaluation. If you have a specific vertical or task in mind, talk to us and we will share what is feasible and on what timeline.

Consent is explicit, scope-limited, and opt-in by default, and practitioners can withdraw and request deletion at any time. Practitioners are paid above-market session rates with royalty participation on commercial licensing. There is no piece rate, and practitioners retain authorship of their work.

Capture is aligned with India's DPDP Act 2023. Data is India-resident, stored in the ap-south-1 region, and cold-stored with an audit-grade chain of custody recorded at the frame level. Buyer briefings can include further detail under NDA.

Practitioner identities are hashed in records and protected under named-consent and licensing agreements rather than published. Eye gaze is delivered as derived feature vectors only, not raw imagery of a person's eyes, so attention can be learned without exposing identity.

Every dataset is encoded under the EDS schema and exports natively to LeRobot, Open X-Embodiment, and RLDS, so it drops into the pipelines the robotics community already uses.

The schema is designed for retargeting to standard arm and humanoid classes. Per-embodiment delivery is scoped per engagement, so we can match the export to the platform you train on.

Teleoperation captures a robot being driven, and simulation captures a model of the world. Anthrobase captures a human expert doing the real task, with their gaze, force, and judgment aligned to the outcome. That gives models the behavioral priors and recovery signals that neither teleoperation nor simulation contains.

Sessions are reviewed with human-in-the-loop quality assurance. Named technical reviewers, currently from IIT Delhi and IIT BHU, audit synchronization and stream quality and tag decision points and tacit knowledge against the schema before a record is signed.

Yes. Tell us the vertical, task, embodiment, and sample budget, and we respond within 48 hours with a feasibility note and a timeline. Custom capture is the core of what we do.

Yes. We partner with hotels, hospitals, MRO facilities, craft collectives, and training institutes. We supply the hardware, the operators, and the legal and consent frameworks. Reach out through the contact page to start a conversation.