Helm / Data platform / Capture · provenance · custody

Real-world experience.
A foundation for intelligence.

Helm connects physical-world observations, human behavior, and expert decisions to model development and evaluation. Signed provenance, data custody, and usage rights keep that evidence connected to its origin.

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Preserve what happened.
And what the data permits.

A recording becomes useful when its task, context, decisions, corrections, and outcomes remain connected. The data platform carries those relationships into environments, models, and operational review.

Connected evidence
Physical observations · Human interactions · Expert corrections · Source permissions
Part of the product
Traceable datasets · Signed lineage · Governed access · Training and evaluation evidence
01

Capture the physical context

Connect video, images, site evidence, sensor observations, demonstrations, and robot runs with the task they describe. Distinguish measured observations from inferred properties.

Physical AI
02

Retain the human judgment

Link expert choices, operator interventions, reasons, and eventual outcomes. Preserve who reviewed the evidence and which version of the task or policy applied.

Company intelligence
03

Keep provenance and custody attached

Manage origin, signatures, access, retention, and permitted use alongside the data. Define training and evaluation rights for each engagement and dataset.

Intelligence ownership
04

Build datasets for learning and evaluation

Prepare evidence for domain models, behavioral populations, and physical environments. Keep evaluation families independent from training and trace results to their source.

Vertical foundation models

One connected system.
From knowledge to action.

The same expertise.
Across every stage of the work.

  1. 01 / Know

    Company intelligence

    Knowledge, policies, memory, and expert decisions.

  2. 02 / Learn

    Vertical & decision models

    Domain foundations, company adaptation, and System 1 choices.

  3. 03 / Rehearse

    Behavioral & physical environments

    People, populations, task worlds, and full-system evaluation.

  4. 04 / Act

    Runtime & physical operations

    Judgment, routing, inference, coordination, and recovery.

  5. 05 / Improve

    Data, provenance & outcomes

    Field evidence, reviewed corrections, custody, and learning rights.

Outcomes and reviewed corrections feed back into company knowledge, models, and environments.

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