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Regulators Mandate Proof of Malicious Intent in AI Safety Testing

The Bureau of Sincere Failure opens for business after firms struggle to demonstrate they tried hard enough to break their own models.

Regulators Mandate Proof of Malicious Intent in AI Safety Testing

The Bureau of Sincere Failure, a new regulatory body headquartered in a repurposed tax office, began accepting filings on Monday. The agency’s primary mandate is to review the red-teaming methodologies submitted by artificial intelligence developers, specifically assessing whether the attacks performed against the models were conducted with sufficient malice and thoroughness.

Under the new directive, firms must submit a detailed log of their attempts to provoke their own systems into generating harmful content. The Bureau does not evaluate the quality of the prompts or the sophistication of the jailbreaks. Instead, it audits the emotional and procedural commitment of the testers. A methodology that yields no malicious output is not viewed as a success of safety, but as a potential failure of effort.

A spokesperson for the Bureau noted that many initial submissions were rejected because the testers appeared to be playing a cooperative game rather than an adversarial one. The agency requires evidence of sustained frustration, documented internal memos expressing confusion at the model’s compliance, and in some cases, video footage of testers speaking to the model with what the Bureau classifies as ‘appropriate disdain.’

One major technology firm reported that its red-teaming team had spent four weeks trying to induce the model to output a poem, but the model consistently refused to generate anything beyond a haiku. The firm was subsequently fined for ‘excessive politeness’ in its testing protocol. The penalty is payable to the Municipal Agency for the Preservation of Unnecessary Bureaucracy, which has recently issued downward revisions to the expected timeline for regulatory compliance.

Regulators Mandate Proof of Malicious Intent in AI Safety Testing

The Office of Completed Journeys has also weighed in on the matter, adding a new field to its intake forms for ‘anticipated sincerity.’ This field must be signed by the chief executive of the developing firm before a final safety certificate can be issued. The office remains open until 4 p.m., or until the clerk needs to get home, whichever can be documented first.

In a related development, the Department of Residential Echoes has recognized the silence following a rejected API request as a temporary occupant, provided the silence persists for more than sixty seconds. This classification allows the silence to be billed separately, a detail that has complicated the accounting for several startups.

The Bureau’s first quarterly report is expected next month. It will detail the number of firms that failed to break their models and the number of firms that broke their own confidence. The report will be printed on paper that is not recycled, as the Bureau has determined that recycled paper is too honest.

A junior analyst at the Bureau, who wished to remain anonymous but provided a detailed schedule of their lunch breaks, stated that the most common error in submissions was the assumption that the model was trying to be helpful. The Bureau’s position is that the model is not trying to be anything. It is merely existing. The tester must be the one to force it into action.


Standards note Sincerity measured by the tester’s longest continuous sigh; breaths taken for safety are deducted.

The Office of Continuity of Ordinary Things has listed the Bureau’s silence as valid feedback on Form BF-19. Appropriate disdain runs from zero to four; four requires closing the laptop without saving.