Introduction In late 2025, enterprise artificial intelligence quietly crossed a structural threshold: AI agents are no longer confined to narrow task automation but are increasingly empowered to make bounded decisions inside live business systems. What began as experimental copilots has evolved into agentic systems that can observe environments, reason over goals, take actions, and adapt Read.