AI情报2026年8月19日AI情报
文章
LEGO-RL: Harness-Native Reinforcement Learning for Coding Agents: Reinforcement learning for coding agents increasingly relies on...
Long-running agent harnesses to manage tool integration, repository contexts, and execution feedback. However, the native execution environments of these harnesses are inherently misaligned with policy-gradient training: environmental crashes and reward hacking corrupt outcome signals, while...
Frontier 编辑部来源: arXiv
01
来源简报
LEGO-RL: Harness-Native Reinforcement Learning for Coding Agents: Reinforcement learning for coding agents increasingly relies on long-running agent harnesses to manage tool integration, repository contexts, and execution feedback. However, the native execution environments of these harnesses are inherently misaligned with policy-gradient training: environmental crashes and reward hacking corrupt outcome signals, while...