In the 1990s, sociologists suggested a different theory: High class people are cultural omnivores: The true upper-class person likes all kinds of food and all types of movies and books and likes traveling to all countries and likes all kinds of hobbies.
这对任何试图将大语言模型用作编程智能体的开发者都是结构性限制。模型重复应用已知策略，遭遇瓶颈后无论运行多久都无法突破。GLM-5.1则专为长周期智能体任务设计，能以更精准的判断处理模糊问题，在长时任务中保持高效。它能分解复杂问题、运行实验、解读结果并精准定位阻塞点。通过反复迭代修正推理策略，GLM-5.1可维持数百轮优化循环与数千次工具调用。
，更多细节参见钉钉
— Keybindings under C-c l for code actions, rename, format, and
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