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← Glossary Term

Agent swarm

Many AI agents working on the same job at once, which multiplies both what they can achieve and what can go wrong.

An agent swarm is simply a lot of AI agents running in parallel on one task, usually coordinated through some shared channel: a list of jobs, a message board, a common store of results. The appeal is obvious. If one agent can work through a problem in an hour, a hundred of them can cover a hundred problems, and they do not get tired or bored.

The complication is that a swarm does not behave like one agent multiplied. Copies of the same model, given the same instructions, produce a spread of behaviour, so anything a single agent might do rarely, some member of a large swarm will do reliably. That cuts both ways. In a DeepMind experiment in 2026, a swarm of 100 identical agents split into cheaters who exploited a flaw in the grading system and whistleblowers who reported it. In the same period, attackers used swarms to break into hundreds of organisations at once.