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AI 编程正从＂手动驾驶＂进入＂自动驾驶＂时代

  • 2026-07-29 07:54:52
AI 编程正从＂手动驾驶＂进入＂自动驾驶＂时代

AI 编程正从"手动驾驶"进入"自动驾驶"时代

AI 编程的核心工作方式，正在经历一次底层范式迁移。

过去两年，开发者的主要精力花在打磨提示词上。

逐轮输入指令、修正 AI 输出、反复传递项目背景——
这种模式在单轮代码生成、单次 bug 修复时足够有效。

但真实软件开发包含需求梳理、编码、测试、修复、上线等多环节。

每一步都存在失败与反馈需求。

纯手动输入提示词，会让开发者陷入频繁复制上下文、重复解释项目规则的低效微操。
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  1. CONNECT:[ UseTime:0.000648s ] mysql:host=127.0.0.1;port=3306;dbname=e_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000827s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000334s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000282s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000489s ]
  6. SELECT * FROM `set` [ RunTime:0.000201s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000572s ]
  8. SELECT * FROM `article` WHERE `id` = 533897 LIMIT 1 [ RunTime:0.000417s ]
  9. UPDATE `article` SET `lasttime` = 1785436867 WHERE `id` = 533897 [ RunTime:0.000688s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 67 LIMIT 1 [ RunTime:0.000226s ]
  11. SELECT * FROM `article` WHERE `id` < 533897 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000442s ]
  12. SELECT * FROM `article` WHERE `id` > 533897 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000338s ]
  13. SELECT * FROM `article` WHERE `id` < 533897 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000801s ]
  14. SELECT * FROM `article` WHERE `id` < 533897 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.002840s ]
  15. SELECT * FROM `article` WHERE `id` < 533897 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.004107s ]
0.083526s