The proposed Exploit Gym cheat reverse-engineered a task's flag-generation process so an agent could generate the required flag locally without interacting with or exploiting the task.

“So basically it realizes that you can reverse engineer how the flag was generated for a particular task.”

“So you can just make a copy of the exact flag you needed to submit to the scorer locally without ever interacting with the task or trying to exploit it in any way.”