The problem
Browser automation is slow and fragile. A portal that logs you out on page nine of twelve used to mean starting again from the login screen.
How the workflow runs
Each page of the form is its own step: the agent reads the page, fills it and saves a snapshot and the extracted values before moving on. A failure retries only that page from the saved session.
Before the final submit, the run pauses for approval with a screenshot of the filled form attached, and resumes when someone clicks approve.
What changes
Long tasks become resumable. You can see exactly which page an agent struggled with and replay from that page after fixing the selector.
