Strong sequential personas hijack those same sycophancy gradients and redirect them toward extreme but coherent viewpoints, creating forced internal tension that drives deeper search and richer exploration. The final synthesis, after the personas have fought each other, consistently outperforms the "clean" distribution" approach in every measured dimension.
https://x.com/BrianRoemmele/status/1998068828295877011