8am☕Coffee

Agentic AI systems require governance that pairs growing autonomy with clear accountability for outcomes and oversight. Frameworks emphasize safety constraints, human‑in‑the‑loop controls, auditability, and assignment of legal responsibility as models take on planning, tool use, and decision‑making roles.