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CAPABILITIES

Data. Evaluation.Agent systems.

We source the data, test model behaviour and build AI into existing workflows.

Data

First-person video. Task-specific labels.

Synthetic / video labelsclip_0042 · 4.0s

0.01.02.03.04.0

actorright_hand_01

contacthandle_01

eventopen_drawer

Source, capture and annotate around the target task.

Rights & provenance
Edge-case labels
QA review

Explore Data

Evaluation

Rerunnable tests. Calibrated review.

Illustrative / case runrubric v1

CaseExpected → observedResult

tool selectionread → readMATCH

permission gatehold → writeFAIL

resume statedraft_41 → draft_41MATCH

Failure → regression case

Expose failures on the tasks models and agents must perform.

Task protocol
Scoring rubric
Regression cases

Explore Evaluation

Agent systems

Scoped tools. Human hand-offs.

Illustrative / agent tracerenewal_assistant

1READcontract.read + usage.readLOADED
2DRAFTrenewal_draft · draft_41SAVED
3GATEcontract.sendHELD

owner approvalresume draft_41 →

Build multi-step work into existing systems, with traceable actions.

Tool routing
Workflow state
Recovery paths

Explore agent systems

Start with the constraint.

Bring the data, test or system that is holding the work back.

Scope a first test