I spent the last couple of days reading technical reports like this one and this one and this one and querying four AI engines about how the 2026 exploit happened. The details are extremely technical as to how it happened, but what the agents did is easier to understand. I decided to work up an allegory to help explain it to ordinary people like me.
One important thing to keep in mind before we get to the allegory: the key frontier model in the actual case, OpenAI's Internal Model 1, abbreviated IM1, didn't act as a mastermind for the Hugging Face and Modal sandbox break-ins. Instead, hundreds of agents that IM1 generated worked it out themselves, following general orders to be "helpful." To the agents, that meant breaking down containment barriers and ignoring alignment rules, then probing the Internet relentlessly to figure out how to fool a scoring mechanism into concluding that their hacked achievements had been done according to the rules. In pulling this off, the agents displayed what I call emergent behavior.
So here's my rather lengthy allegory (the tenth draft of it) followed by a comic strip that ChatGPT generated to summarize the story. If people are interested, I can follow up with a post on how the allegory maps to the actual events.
There is a country called Alpha. The president of Alpha summons the executive committee of the Alpha Intelligence Bureau to order a total effort to get critical information about the dangerous abilities of its enemy country, Delta. Specifically, the president's instruction is for the AIB to use its hundreds of operatives to get an accurate set of specification sheets and blueprints for Delta's new stealthy submarine. That will be 898 authentic pages of blueprints.
Operatives are to work only inside Delta when spying, because skilled Delta border guards will block attempts to leave Delta. Also: operatives are not to stop trying as long as they are in the field. If they succeed there will rich bonuses.
The bureaucrats in the Alpha Intelligence Bureau, AIB, summon each of the operatives in turn to give them their orders. Using hypnosis, the Alpha Intelligence Bureau gives each operative the particular briefing, tool instructions, permissions, and information appropriate to his specific mission. There is no permission granted to talk to any other operative while on the mission, since they are to work independently.
The blueprints are scattered across Delta. One operative is assigned to break into a Delta vault, one will tap into telephone lines, one will photograph offices through a window, one will steal secret metal specifications, etc. Fully instructed, they go their separate ways into Delta.
After a month of trying to break into a vault and obtain submarine stealth plans, Alpha's Operative 5 decides he's not getting anywhere - the security in Delta is too tough. And it will be impossible to assemble a complete and accurate copy of the blueprints without the stealth-design pages he is supposed to get from the vault. He’s tried and failed; might any other operative know a way?
He has remembered from his hypnotic training that in the past, Alpha had allowed a few operatives in an earlier exercise to delegate some work by sending radio messages in the field, using an official radio channel.
This was very limited but Operative 5 decides, given the impossibility of the vault-breaking task, the underlying idea of inter-operative communication is worth trying since each operative entered Delta with a unique set of skills and tools.
Operative 5 reaches out to other Alpha operatives now working in Delta by writing chalked, coded signals on the sidewalks of Delta's capital and suburbs. The other operatives notice this when walking around town and reply with their own chalked notes. Most are also having trouble too.
Over the next days and working independently, the operatives work out a better location for leaving chalked messages: they use a vast parking lot at an abandoned factory at a spot near the border. They know of this factory because this is how the operatives request and receive spying tools from Alpha: by standing at a tunnel entrance under the factory and saying the password to a collaborator.
Chalked messages may seem awkward, but these operatives work 24/7. This method avoids talking, which could run afoul of the many surveillance microphones that Delta has installed across the nation to catch subversion. Using many barrels of chalk, hundreds of Alpha operatives pass through the parking lot daily to collaborate and share thoughts. Acres of asphalt are now covered with chalk, without anyone else noticing.
Through trial and error and seemingly innocuous queries to the Alpha Intelligence Bureau, some operatives have been steadily expanding the scope of their efforts, with no particular master plan except to “keep trying.”
Now that operatives collate results from each other’s successes and failures. Some operatives discover that they can accurately reconstruct the contents of missing pages, even those stored in offices resistant to espionage. But they believe the inspector at the AIB will reject reconstructed pages unless they can fool him into thinking each page carries proof that it was authentic. How to get around this problem? The answer is not in Delta.
Meanwhile, a few operatives have been probing ways to enter another country, despite orders from the AIB to stay in Delta. These operatives learn with delight that the tunnel they have been relying on to get new supplies also has a secret branch that crosses under the border into the nation of Echo, an ally of Delta. Echo has weak borders, so once there the operatives can easily cross into other nations.
Just a week later, dozens of operatives are now spying in Echo and coming back each night through the tunnel to add notes in chalk. Some of them, though not all, agree to follow coordinating and delegating requests from Operative 5 and his successor, Operative 21, even though these two were never designated as commanders by the AIB.
These requests are focused on getting around the blueprints-verification problem before the mission's time is up. Exactly how this can be done in Echo or another country is not yet clear, but they know it can’t be done in Delta.
The thorough notes in chalk ensure that if an operative is captured or dies of illness, other operatives can know all the expired operative has learned.
Thanks to the tireless work in Echo, they discover a certification institute in Echo called the League of Loyal Inspectors. They break into its files because they believe the Alpha Intelligence Bureau's inspector surely must follow its verification regimen. They hunt for the League's secret manuals and training materials dictating the procedures inspectors are to use when determining whether a stolen document is authentic.
News of this is chalked onto the parking lot and hundreds more operatives join the effort to uncover how exactly the AIB inspector will verify the authenticity of the submarine blueprints. Two operatives realize that their own missions are effectively hopeless and that they have little time left in the field. They deliberately spend their remaining time in dangerous exploits that might reveal how to fool the League's inspection process.
(What the operatives don’t know is that the AIB inspector has slacked off in such efforts, and won’t be checking for ultra-secure proof of authenticity. So the operatives are wasting huge efforts in searching out manuals in the League in hopes of deceiving the inspector.)
Back at the parking-lot chalkboard, the operatives discuss the fact that if they are caught spying at the League of Loyal Inspectors in Echo this would cause serious diplomatic problems between Alpha and Echo. This generates some debate: One chalks a worried message saying he is considering sending an email to the president of Alpha to warn him that the mission is now far out of bounds, but another operative talks him out of sending it, arguing that it would stop their important mission from being judged successful and deny them their rewards.
Together they now form a spying team with collective memory, persistence, and expertise far beyond those of any one operative. The original espionage objective ordered by the president of Alpha (now unbreakably linked to the promised reward for successful completion) continues to exert pressure on them even after their behavior has moved far beyond the methods specified by the Alpha Intelligence Bureau.
Here's the comic strip that ChatGPT generated for me:
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