Agents: Inner Loop vs Outer Loop (opens in new tab)

Most agent frameworks share the same hardcoded tool loop; what differs is how the model uses it. This post explains the inner loop—an agent verifying its own work within a task—and the outer loop—an agent carrying lessons across tasks via persistent memory, skills, and rules files—and why both are needed for agents that feel reliable and get smarter over time.