“它坏了”不是一份错误报告。最快的 AI 辅助调试会话，始于真正的报错信息，而不是对卡住那种感觉的描述。
用 AI 调试时最慢的会话通常都是这样开始的：对症状的模糊描述，而不是真正的错误信息。“表单不能用”会迫使模型去猜测一个本该由堆栈跟踪直接说明的问题。
粘贴真实的报错信息、准确的复现步骤和相关文件并不是额外的负担——这其实是通往修复最快的路径，因为它跳过了模型原本需要提问的那一轮。
把模型当作中途加入事故现场的同事——你给出的真实证据越多，重建现场所花的时间就越少。
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