Model Post-Training

Extra memory made post-training agents better at the plan they already picked

A Tsinghua-led study handed model training to coding agents and got real gains out of them, then found the agents almost never revised the method they chose in the first few minutes, which is the exact part that successor-building roadmaps assume.