Planning Depth vs. Reactivity: How Agents Decide When to Think

The fundamental tradeoff in agentic system design is not whether to plan, but how much planning is appropriate before acting. Too much upfront planning wastes tokens on a world that will change; too little leads to compounding errors. Modern agents use adaptive planning strategies that respond to task complexity and environmental feedback.