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Robotics brain pipeline

How perception, planning, and control stay inspectable — with safety-aligned checks and exportable traces.

The brain stack mirrors agent-IDE operational patterns: structured tool calls, scoped state, and deterministic logging for replay.

Safety interlocks and e-stop semantics align with fleet dashboards so operators see intent, not only actuator commands.

Simulation and digital-twin paths reuse the same evidence posture as software gates — scenarios are versioned artifacts.

Training sessions attach hashes and seeds so improvement loops stay auditable across tenants.