p值得注意的是，近期AI编程能力的提升主要来自可用性突破。过去四五个月间，工具架构实现重大进展：智能体循环、代码检查与测试反馈机制、迭代式生成能力。模型通过针对性训练略有提升，支撑框架则进步显著。我们目睹的改进大多来自更紧密的反馈循环——架构优化而非智能飞跃。
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