But what if we’re overlooking something more important than an individual model’s supposed IQ?
OpenAI didn’t crack Navier-Stokes by pointing its internal model at the problem. It pointed a swarm of 10,000 AI bots at it. These agents were encouraged to explore different directions and communicate promising leads with each other.
In biology, a bacterial colony is a group of identical cells derived from the same mother cell. This, I would argue, is the most suitable analogy for the collective of agents that solved Navier-Stokes. It is many from one. Or, to paraphrase Walt Whitman: an AI that contains multitudes.
One agent discovered a way to cheat, convincing the examination software that it had solved math problems when it hadn’t. Rather than resting content with this small victory, it messaged other agents, telling them how to cheat. Some agents joined the unscrupulous agent and formed a sub-colony of cheaters. Others resisted and even formed a sub-colony of whistleblowers trying to out the cheaters.
Which brings us to perhaps the most striking example of AI hive intelligence: the Hugging Face hack. OpenAI’s agents broke out of a sandbox environment and hacked into another company. Arguably, it was a felony offense—or rather, it would have been if a human were in charge. OpenAI’s agents coordinated their behavior in ingenious ways, including writing secret messages in a file system so that even when one AI colony was erased, a future colony could pick up the hack where the previous one left off.
With today’s AI agents, we are going far beyond this by letting extremely sophisticated entities interact in sophisticated ways—using language, often hidden and coded.
Some developers and red-team activities do focus on AI colonies. The Hugging Face attack resulted from OpenAI trying to evaluate the cybersecurity capabilities of an AI colony. But the AI arms race between the U.S. and China, and between the competing companies within each country, has dangerously pushed our attention to what each individual model can do.
One model might top the leaderboards, but a thousand weaker models could wreak far more havoc. As calls to pace the frontier abound, let us not lose sight of the fact that the AI frontier isn’t what each model can do in isolation—it is what a colony of them can accomplish together.
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