When software can browse, edit, call tools and delegate work, the log is no longer a debugging convenience. It is the record of authority. Teams need to know what the agent was asked to do, what it actually did and which human decisions changed the path.
Auditability is part of usability for consequential systems. An agent that cannot explain its actions cannot be safely handed a larger task.
Robotics coverage often begins with the body: can the machine walk, grasp, see or navigate? Deployment begins somewhere less cinematic. It begins with a worksite, a task boundary, a maintenance plan and a person who knows when to stop the machine.
OpenAI’s Agents API turns a familiar promise into a managed service: developers can now build cloud agents that run code, work with files, create artifacts and coordinate subagents inside environments provisioned by OpenAI.
Anthropic’s Model Hardware Standard preview describes a missing layer in physical autonomy: a common way for agents to discover, observe and control equipment that was
