There was a time when writing software felt like giving instructions to a machine that never questioned you . You told it what to do, and it obeyed. If a user clicked a button , you knew exactly where they would land. If they asked for something, you knew exactly which API would be called . Every path was planned ahead of time . Every outcome was predictable at least in theory. That predictability gave us confidence . It made systems easier to reason about. It made debugging possible . It gave us the sense that if we just wrote enough conditions, covered enough scenarios, and handled enough edge cases, we could build something complete. But the real world never behaved that neatly. There was always one more scenario. One more edge case. One more situation we hadnāt anticipated. And then came large language models. Before we talk about agentic systems, it helps to step back and understand something more fundamental. What exactly is a framework? A framework is not your application .ā¦