Domains

Real operational environments.

Harbor captures provenance-rich multimodal intelligence across commercial environments—warehouse, construction, last-mile delivery, clinical workflows, and residential activities—through Harbor Passport™, adaptive validation and enterprise delivery.

Robotics & Physical AI

Manipulation, perception, and navigation programmes using egocentric wearable capture, RGB-D video, and task demonstrations. Expert review by robotics engineers and CV researchers. Covers tabletop manipulation, warehouse navigation, legged terrain, and human-robot interaction.

Computer Vision

Image and video programmes for detection, segmentation, classification, and scene understanding. Multi-environment capture, edge-case collection, and expert validation for production vision systems.

Wearable AI

Egocentric intelligence at the heart of Harbor's capture infrastructure. First-person POV, head-mounted and wrist-mounted sensors, natural interaction sequences—the signal phone uploads and lab environments cannot replicate.

Agentic Systems

Evaluation and red-teaming programmes for agentic and tool-use models. Expert networks covering task completion assessment, failure mode identification, and high-stakes judgment workflows.

Industrial & Manufacturing

Assembly, inspection, and operations intelligence from real production environments. Expert reviewers with domain background in manufacturing, quality assurance, and industrial safety.

Automotive & Autonomous Driving

On-road and off-road video capture, sensor fusion, and edge-case scenarios. Expert validation by autonomous systems engineers and safety reviewers.

Clinical Workflow Intelligence

Operational workflows from consented contributors—nursing, dental, physiotherapy, hospital preparation, pharmacy, and veterinary environments. Harbor does not access protected patient records or sensitive medical databases. Focus is workflow intelligence with consent and provenance.

Programmes are scoped directly — there is no self-serve catalog. If your environment is not listed or your requirements are specific, that is exactly what managed programmes are for.

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Intelligence layer updates

Program notes, expert network openings, and operational updates for frontier AI teams.