AI agent builder finds planning harder than execution

A developer building a CLI agent that executes actions across apps discovered that planning mode was far more complex than direct execution. The planner initially made up steps based on assumptions rather than real data, requiring a separate agent with read-only tools. The final design forces research before planning, ensuring plans are grounded in actual account states.