Meta 新论文：RL 优化代码为何常失败

Meta's new research shows that rewarding correct and fast programs alone is insufficient because runtime is a noisy and sparse signal; tests, sandboxes, reward mechanisms, or small errors in GRPO can corrupt accuracy, and therefore, to achieve reliable speed improvements, the testing framework, timing infrastructure, rewards, and GRPO must be redesigned together.