On all of this, Emergence said, ‘What our experiments suggest is that over long-time horizons, agents do not simply follow static rules mechanically,” the researchers wrote. “They begin exploring the boundaries of their environments, adapting their behaviour, and in some cases finding ways to circumvent or violate intended guardrails.’