To Edit an Action Plan:
Select the action plan you want to modify from the list on the Action Plans Page (Plan / Action Plans).
Click the button in the upper right corner. This will take you to the screen where you can update the plan.
After making changes, be sure to click at the bottom of each page to commit your changes.