India, Feb. 2 -- By 2030, your morning shift may already include a robot that has mapped the aisle, picked the parts, and lined up the next task before anyone clocks in. What feels like pilot testing today will soon be standard practice. Humanoid robots partnered with AI will be crossing the line from novelty to necessity.

The pressing question is not whether humanoids will be in the workforce, but where their intelligence will reside. Edge AI keeps perception, planning, and control on the device itself, enabling millisecond decisions, preserving privacy, and staying operational even when networks falter.

As robotics merges with general-purpose AI, those who prove safety at scale and transform fleet learning into consistent productivity...