Real life is harder than a closed benchmark.

User intent emerges gradually. Tasks unfold across stages. External conditions change.

In a simulated coffee e-commerce scenario, the agent tracks inventory, procurement, fulfillment, and customer needs—then revises its plan as conditions evolve.