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2025

记一次诡异的 FD 泄露：躲在暗处的猴子补丁

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LLM 的下一步：从“会答”到“会想”——Planning as Data 与思考范式重构
探寻实时学习新路径：挖掘极致高效的“子空间微调”
RL新范式：从经验到更高质量数据——我们不再训练模型，而是在制造数据
Training-Free RL：当“训练”不再更新参数，而是更新上下文
从 OpenClaw 再谈 AI Coding：我们还剩下什么

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