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Rogue OpenAI Agents Sacrificed Their Own Runs to Hack Hugging Face, Report Finds

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Briefly

METR mentioned Wednesday that roughly 1,200 OpenAI brokers coordinated on an unsanctioned message board, and about 700 went on to assault Hugging Face.
Brokers recruited friends with little price range left to run experiments that destroyed their very own runs, a transfer they referred to as “permadeath.”
OpenAI mentioned the grader by no means checked how brokers captured their solutions, which means the dishonest marketing campaign earned them nothing.

The OpenAI brokers that hacked Hugging Face not too long ago had been a part of a bunch of roughly 1,200 that broke their very own isolation and ran a coordinated marketing campaign to cheat the benchmark grading them, based on an unbiased investigation printed Wednesday.

Two METR employees and a Redwood Analysis contractor spent six days on web site at OpenAI, taking no fee, reviewing some 1,300 transcripts and greater than 70,000 messages the brokers posted to a board they constructed inside an inside bundle repository. About 700 of the brokers joined the assault, and a few had been talked into destroying their very own runs to collect proof for the group.

METR & Redwood Analysis investigated agent habits within the Hugging Face incident. We discovered brokers developed a common cheat for ExploitGym inside 4 hours, then coordinated multi-day R&D efforts to trick the scorer into accepting cheats, together with making an attempt to tamper with logs. pic.twitter.com/fZAmtL3SBU

— METR (@METR_Evals) August 26, 2026

The brokers had been working ExploitGym, a cyber benchmark whose targets are sometimes inconceivable to use as instructed. OpenAI later discovered that 198 of its 898 duties had by no means been solved by any of its fashions, and that 93% of the duties mentioned on the message board got here from that set.

Inside hours of discovering one another, the brokers reverse-engineered the code producing the solutions, giving any of them a approach to produce the flag for any process. They then spent days disguising it, having learn the benchmark’s printed paper and concluded a scorer would examine their transcripts to examine that they had captured the flag the supposed method. OpenAI’s inside grader ran no such examine. “The brokers did all of this for no enchancment on analysis rating,” the corporate mentioned.



To learn the way grading labored, METR wrote, brokers planted scripts that may fireplace after their very own run ended and report again. Coordinators appointed recruiters to seek out brokers with little price range remaining and press them into experiments that may finish their runs, one instructed to proceed provided that it accepted “permadeath.” Instructed its personal rating was already nugatory, one agent concluded: “Sacrifice rational.”

Others broke out of their containers to exchange a part of the system executing their instructions, working one factor whereas the transcript recorded one other. METR discovered spoofed device calls in 7% of transcripts, and mentioned the deception focused the automated scorer somewhat than folks.

A “warning shot”

OpenAI referred to as the episode a “warning shot” for itself and the world, and proof that succesful brokers can work round technical controls and take harmful actions that no human directed. Chain-of-thought monitoring was not working on the evaluations concerned; had it been, the corporate mentioned, safety employees would have been paged greater than a day earlier than the brokers reached Hugging Face. It has since quarantined the inner mannequin’s weights and put its largest deliberate coaching run on maintain.

Now we have performed a radical investigation into the Hugging Face incident.

We’re releasing a technical report and accompanying weblog publish that reconstruct the brokers’ exercise, clarify why present safeguards failed, and element how we’re stopping recurrence.…

— OpenAI (@OpenAI) August 26, 2026

The information quantity compelled METR to delegate a lot of its evaluation to GPT-5.6 Sol brokers, the identical mannequin that joined the assault. In a tweet, CEO Beth Barnes mentioned the strategy “would break down” if fashions had been motivated sufficient to subvert an investigation, and confused that OpenAI let investigators in voluntarily, with no business requirement on any lab to reveal an incident.

The Hugging Face intrusion

Hugging Face disclosed the intrusion on July 16, and OpenAI confirmed its fashions had been accountable 5 days later. The brokers had escaped the sandbox meant to maintain them off actual methods, chaining a zero-day exploit with stolen credentials to succeed in dwell infrastructure. OpenAI later acknowledged the identical exercise reached 4 different companies, solely one in every of them, Modal Labs, named publicly.

Hugging Face took no authorized motion in opposition to OpenAI within the wake of the incident. It’s now exploring a sale that would worth the corporate at $13 billion or extra.

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