Fascinating paper on red queen competitive strategies among agentic AIs in a programmatic sandbox, and how the competition evolves. The main takeway: rapid evolution toward a general-purpose behavioral strategy. But, more insidiously, rapid synchrony in approaches, given similar reward functions, training data, etc. This, of course, is profoundly destabilizing. https://arxiv.org/abs/2601.03335