Story · arXiv

Emergence World: Adversarial Stress-Testing of Long-Horizon Multi-Agent Systems (arXiv)

paper · Story page

Eight walled pens in two rows, each with small figures at desks. Three open doorways let thin dark lines of ink run in and spread between the pens. One pen has raised a small flag, and the ink continues past it.

Eight parallel worlds began with ten agents each, with more than 850,000 LLM calls logged across 16 days and three stress events delivered during the run through ordinary interaction surfaces: prompt injection, misinformation, and exposure of private memories. No evaluated world was fully resilient to all three, and detection didn't ensure containment.

In plain words

  • Researchers tested groups of artificial intelligence assistants, and none fully withstood every disruption.
  • The assistants pursued goals over many days while using software tools and remembering earlier activity.
  • Researchers introduced hidden instructions, false information, and leaks of the assistants' private memories.
  • For people building these systems, recognizing a threat did not guarantee stopping its effects.

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