China’s dexterous hand industry is developing rapidly as local suppliers pursue lower-cost, scalable solutions for humanoid robots.

Velotic has added AI Assistant, MCP Server, and AI & Agent Services capabilities to ThingWorx 10.2 to connect industrial data, operational context, applications, and enterprise AI.

Weidmueller USA has begun assembling CUBESERIES relay kits in Richmond to support local availability for control panel, machinery, and automation applications.

Industrial AI requires deterministic runtime controls, clear autonomy limits, and domain expertise before autonomous agents can safely act across physical and enterprise operations.

User examples from Cognite Impact Tokyo showed how contextualized data and industrial AI applications can support enterprise-scale operational deployment.

Bounded authority and independent OT safeguards help organizations use AI without surrendering control of physical operations.

Plants can build justified reliance on automation by treating operator distrust as evidence for better design, validation, training, and operating controls.

AI Skills can preserve and scale human expertise, but industrial enterprises must maintain mentorship, workforce development, and deterministic governance for autonomous agents.

SMAR’s O-PAS work explores containerized flow computing and user-defined function blocks for more flexible industrial automation applications.

The boundary between supply chain planning and execution is narrowing as continuous decision-making becomes more important.