EXPERT INTELLIGENCE DATA
Capture how experts see, decide, and act.
Models need more than pixels. We capture expert intent, decisions, alternatives, actions, corrections, and outcomes alongside the underlying environment.
Design an expert data programTHE EXPERT SIGNAL
The knowledge behind the action.
High-skill work is shaped by invisible interpretation: which signals matter, which can be ignored, and what action is appropriate now.
What they observe
The task state, environment, objects, cues, and constraints available to the expert.
What matters
The signals that carry decision value, plus the noise the expert deliberately ignores.
How they interpret
Expert explanation of what the current state means and what may happen next.
Alternatives considered
Other viable actions, the tradeoffs between them, and why they were not selected.
What they do
The physical, digital, or verbal action aligned to the expert’s intent.
Whether it worked
The resulting state, success signal, correction, and final outcome.
OBSERVE → VERIFY
A trajectory, not a clip.
Each layer can be temporally aligned to form a coherent training primitive for multimodal reasoning, expert evaluation, agents, and physical intelligence.