MIT Tech Review AI's report on Woodside's 'autonomous enterprise' ambition underscores a key tension in industrial AI adoption. The real challenge, in our view, may not be the technology itself but the organizational reimagining required to integrate it safely and effectively. While the vision of 'agents with agency' is compelling, the path from predictive maintenance to truly autonomous decision-making in safety-critical environments is fraught with risk and responsibility. The industry's success will arguably hinge less on model sophistication and more on the unglamorous work of process redesign and human oversight that Woodside describes.