Nurbek Tastan

Multi-agent collaboration bottlenecks when agent personas stay rigid, but dynamic, test-time strategy transplantation across system prompts enables heterogeneous LLMs to collectively align on the most effective reasoning path.

PreLort ensures that low-rank clients can leverage the richer information from higher-rank clients, leading to significant improvements in model performance.