High-precision supervision and reasoning data for agents, instruction workflows, and embodied systems.

Guided examples, instruction tuning, and behavior alignment for agents and autonomous workflows.
Human-validated reasoning traces, chain-of-thought datasets, and evaluation for grounded decision systems.
Structured and contextual prompt sets for robotics, agent execution, and task orchestration.
Benchmarking, comparative evaluation, and rubrics to surface edge cases and failure modes.

We partner with teams building embodied AI, autonomous agents, and digital/physical hybrid workflows.
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