Artificial intelligence systems are rapidly evolving from single-response chat interfaces into complex, stateful agents capable of reasoning through multi-step tasks. As enterprises demand automation that spans planning, tool use, memory retention, and iterative feedback, traditional prompt-based approaches are no longer sufficient. This shift has led to the emergence of structured AI agent...

