Will humanoid robots finally replace manual labor in automotive manufacturing? By 2028, Hyundai Motor Group (HMG) will move beyond the “viral video” stage of robotics, deploying a fleet of Boston Dynamics’ Atlas humanoids to its $7.6 billion Georgia Metaplant. This strategic move signals a shift from traditional automation to Physical AI, embedded systems that perceive,…
How TCL Makes AI Work in Real Manufacturing. Practical Lessons from Vertical Integration Who This Is For This piece is for startup founders, product leaders, and operators building AI for manufacturing, hardware, supply chains, or climate tech. If you are trying to move AI out of experiments and into real production environments, where reliability matters…
In 2026, factories don’t just run — they learn. From predictive maintenance that cuts downtime in half to supply chains that reroute themselves in real time, AI is redefining what efficiency means in manufacturing. The secret? Smarter systems powered by human insight.