Account Has Previously Attempted Jailbreak or Entered Violating Prompts: Reputation Penalty Mechanism Explained
Used to frequently jailbreak and now being secretly penalized? An in-depth explanation of OpenAI's downgrading penalty strategy for accounts that frequently cross the line, and how to clean up an account's security profile.
I. The Invisible Scoreboard for Safety Violations
Every time a jailbreak prompt (DAN mode) is entered to try to bypass the system's ethical and moral guardrails, although it may sometimes briefly return a response, the system's safety log immediately records a Violation Event.
II. From Warning to Downgrading to Banning
After multiple violation events accumulate, the system often does not immediately ban the account; instead, it initiates a hidden downgrade: forcibly moving it into a low-compute isolation pool for observation.
To lift this status, you must completely stop testing any sensitive jailbreak terms and keep asking legitimate academic or normal work-related questions for several consecutive weeks.