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精读 VLAC：用成对观测预测带符号的任务进度，把 InternVL 变成可泛化的 Critic，并接入异步 PPO 让真实机器人从成功与失败中持续改进。
paper deep dive
vlac
vision-language-action
real-world reinforcement learning
