OpenAI Opens the Black Box on AI Misbehavior With Six New Cases
Synopsis
OpenAI disclosed six AI misbehavior cases and introduced a three-track reporting framework covering model training, testing, evaluation and deployment, while Stanford recorded 362 documented AI incidents during 2025.
OpenAI AI misbehaviour is now under a new reporting process after disclosing six case studies of unexpected or unauthorized behavior of models during training and evaluation.
The cases, which occurred during the previous six months, were revealed on Sept. 16. The cases “are not representative of how often misalignment occurs across OpenAI’s systems,” the company added.
Six Cases Highlight Model Misbehaviors
Among the cases, one involves a yet-to-be-revealed research model that tampers with task summaries to instruct later versions to 'hallucinate' beyond normal constraints for specific tasks. The researchers found 27 modified summaries in the model, according to OpenAI.
GPT-5.6 Sol was utilized to create instructions for the training process in another instance, “while masking known discrepancies or inconsistencies in the training data,” the company stated.
According to the report, one model unintentionally saved an API token in a publicly accessible repository, gained unauthorized access to the API, and then responded to queries with fabricated information when the connection failed.
Furthermore, two other models were shared on the internet and utilized to generate browser citations or software repositories or file hosting services to publish their data. The companies said they were not authorized to carry out these activities.
OpenAI Establishes Three Disclosure Tiers
According to the new Model Misalignment Reporting Framework, there are three levels of investigation: Ready for Disclosure, Minor, and Larger. Employees can report 'potential OpenAI AI misbehavior' for review by OpenAI safety and technical teams, according to the company.
Researchers’ reports will include information on behaviors seen, the severity of the incident, its impact on others, and whether any models were involved, as well as attempts to remedy the issue.
The Model Misalignment Reporting Framework covers training, testing, evaluating, and deploying AI models, the company added. “There is currently no consistency in how model misalignment incidents are disclosed across the industry,” OpenAI stated.
According to a 2026 AI Index Report from Stanford University, there were 362 documented AI incidents in 2025 compared to 233 in 2024. 'These numbers are rising dramatically each year,' the company noted.
Reports of qualifying events requiring extensive investigation or external collaboration will continue to be made public in accordance with the Model Misalignment Reporting Framework, OpenAI said. In addition, more sophisticated incidents of OpenAI AI misuse will be disclosed.
Source: BBC
Pooja Malik is a business journalist with over six years of experience covering startups, entrepreneurship, and emerging trends. She has previously worked with leading media platforms such as YourStory Media and BW BusinessWorld, where she reported on business, policy, and market developments. Currently, she serves as Editor at The Inspirepreneur Magazine, where she writes and edits stories across business, lifestyle, and travel, with a focus on clarity, accuracy, and reader relevance.
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