Agent Loops, Memory, and State Management

Because agents run multi-step loops, they need a way to track what's happened so far: previous actions, tool results, and progress toward the goal. This is agent memory, and it comes in a few flavors. Short-term memory is simply the growing conversation/action history within a single task run, passed back into the model on every loop iteration. Long-term mem...