What is Planning vs. Acting in AI Agents?

AI agents face a fundamental choice at every step: spend time reasoning about what to do next, or immediately take an action. Planning vs. acting is the core tension in agent design — get the balance wrong and your agent either overthinks simple tasks or rushes into costly, irreversible mistakes.