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Why robotics projects need AI workflow software around them.

Why robotics projects usually need workflow software and AI orchestration around the hardware layer.

Robotics deployment and workflow illustration

Overview

Robotics projects rarely succeed on hardware alone. The practical deployment layer often lives in the workflows around the robot: routing, approvals, operator context and the software that keeps the whole system usable.