An example of dynamic environment changes that challenge workflow action utilization. However, workflow actions do not always lead to task success. A representative example is shown in Figure 7. When booking flights, users often input a city name such as "New York," yet the system often pops up some nearby airports to support next-step search. While one can induce a book flight workflow that enters all required data via a pre-determined action sequence, the action to choose pop-up airports is executed without seeing the intermediate states with available pop-up options, and is not flexible enough to do so. More advanced techniques such as granting real-time state access or dynamic execution loops can be promising to solve this issue, and we encourage future work to leverage the AWM framework to explore these.