[Trace enrichment]
Some browser work is visible as clicks and fields. Some of it is hidden in network requests, background APIs, console output, and page state changes. Ramain's reverse-engineering mode gives the compiler more evidence when UI actions alone are not enough.
Reverse engineering starts from the trace
When a workflow needs more than screen-level observation, Ramain can enrich the browser trace with signals from the page's network and console behavior.
That additional evidence helps the system understand whether the important work happened through a visible click, a background request, a generated file, or a hidden validation step.
Why hidden APIs matter
A portal may render a table through one request, download a file through another, and validate a form through a third. If the agent only sees clicks, it may miss the reusable pattern underneath the page.
Network evidence helps distinguish cosmetic UI movement from the actual operation the browser performed.
How this informs the workflow
During workflow generation, Ramain summarizes browser actions, page state, screenshots, and supporting technical signals so the final workflow reflects what actually changed behind the interface.
The result is a workflow that can be more precise about inputs, outputs, and failure modes.
Reverse engineering helps Ramain see the operation behind the screen, especially when the visible UI is only a thin wrapper around hidden portal behavior.
