{"id":1405,"date":"2026-03-20T09:46:08","date_gmt":"2026-03-20T09:46:08","guid":{"rendered":"https:\/\/www.viz-read.com\/cn\/%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design\/"},"modified":"2026-03-20T09:46:08","modified_gmt":"2026-03-20T09:46:08","slug":"%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design","status":"publish","type":"post","link":"https:\/\/www.viz-read.com\/cn\/%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design\/","title":{"rendered":"\ud83c\udfd7\ufe0f \u4ece\u4e00\u6b21\u6027\u4ee3\u7801\u5230\u6301\u4e45\u8bbe\u8ba1"},"content":{"rendered":"

\u4ee3\u7406\u578bAI\u65f6\u4ee3\u5efa\u6a21\u7684\u9690\u6027\u4ef7\u503c<\/h2>\n
\n

\u795e\u8bdd\uff1a<\/strong>\u00a0\u201cAI\u73b0\u5728\u80fd\u5199\u4ee3\u7801\u4e86\uff0c\u6240\u4ee5\u67b6\u6784\u4e0d\u91cd\u8981\u4e86\u3002\u201d<\/em>
\n\u73b0\u5b9e\uff1a<\/strong>\u00a0\u201cAI\u73b0\u5728\u80fd\u6267\u884c\u52a8\u4f5c\u4e86\uff0c\u6240\u4ee5\u67b6\u6784\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u91cd\u8981\u3002\u201d<\/em><\/p>\n<\/blockquote>\n

\n

\ud83d\udea8 \u8b66\u793a\u4fe1\u53f7<\/h3>\n

\u6211\u4eec\u6b63\u76ee\u7779\u4e00\u573a\u4e00\u6b21\u6027\u4ee3\u7801<\/strong>\u3002\u5f00\u53d1\u8005\u7528\u80f6\u5e26\u5f0f\u63d0\u793a\u62fc\u63a5API\u8c03\u7528\uff0c\u6784\u5efa\u51fa\u8106\u5f31\u7684\u903b\u8f91\u94fe\u6761\uff0c\u5728\u6f14\u793a\u4e2d\u8868\u73b0\u5b8c\u7f8e\uff0c\u4f46\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5374\u77ac\u95f4\u5d29\u6e83\u3002<\/p>\n

\u5728\u804a\u5929\u673a\u5668\u4eba\u65f6\u4ee3\uff0c\u5e7b\u89c9\u4e0d\u8fc7\u662f\u4e00\u6761\u6709\u8da3\u7684\u9519\u8bef\u4fe1\u606f\u3002
\n\u5728\u4ee3\u7406\u578bAI<\/strong>\u65f6\u4ee3\uff0c\u5e7b\u89c9\u53ef\u80fd\u662f\u4e00\u6b21\u88ab\u5220\u9664\u7684\u6570\u636e\u5e93\u3001\u4e00\u6b21\u672a\u7ecf\u6388\u6743\u7684\u6c47\u6b3e\uff0c\u6216\u4e00\u6b21\u8fdd\u53cd\u5408\u89c4\u6cd5\u89c4\u7684\u884c\u4e3a\u3002<\/p>\n

\u5f53\u6211\u4eec\u4ece\u751f\u6210\u5f0f<\/em>AI\uff08\u751f\u6210\u6587\u672c\uff09\u8f6c\u5411\u4ee3\u7406\u578b<\/em>AI\uff08\u6267\u884c\u4efb\u52a1\uff09\u65f6\uff0c\u8f6f\u4ef6\u5efa\u6a21<\/strong>\u7684\u4ef7\u503c\u4e0d\u4ec5\u6ca1\u6709\u964d\u4f4e\uff0c\u53cd\u800c\u6025\u5267\u4e0a\u5347\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u672a\u6765\u4e0d\u5c5e\u4e8e\u6700\u4f18\u79c0\u7684\u63d0\u793a\u5de5\u7a0b\u5e08\uff0c\u800c\u5c5e\u4e8e\u6700\u4f18\u79c0\u7684\u5efa\u6a21\u8005\u7684\u539f\u56e0\u3002<\/p>\n

\n

\ud83d\udcc9 \u201c\u63d0\u793a\u4f18\u5148\u201d\u67b6\u6784\u7684\u9677\u9631<\/h2>\n

\u76ee\u524d\uff0c\u8bb8\u591a\u56e2\u961f\u6b63\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6784\u5efa\u4ee3\u7406\uff1a<\/p>\n

    \n
  1. \n

    \u8f93\u5165\uff1a<\/strong>\u7528\u6237\u8bf7\u6c42\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u3002<\/p>\n<\/li>\n

  2. \n

    \u5904\u7406\uff1a<\/strong>\u5927\u8bed\u8a00\u6a21\u578b\u63a5\u6536\u4e00\u4e2a\u5305\u542b50\u6761\u89c4\u5219\u7684\u5e9e\u5927\u7cfb\u7edf\u63d0\u793a\u3002<\/p>\n<\/li>\n

  3. \n

    \u52a8\u4f5c\uff1a<\/strong>\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u8f93\u51faJSON\u6216\u51fd\u6570\u8c03\u7528\u3002<\/p>\n<\/li>\n

  4. \n

    \u98ce\u9669\uff1a<\/strong>\u00a0\u6ca1\u6709\u72b6\u6001\u8ffd\u8e2a\uff0c\u6ca1\u6709\u7c7b\u578b\u5b89\u5168\uff0c\u9664\u4e86\u201c\u8bf7\u4e0d\u8981\u641e\u7838\u201d\u4e4b\u5916\u6ca1\u6709\u4efb\u4f55\u9632\u62a4\u63aa\u65bd\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u26a0\ufe0f \u4e3a\u4ec0\u4e48\u8fd9\u5728\u89c4\u6a21\u5316\u65f6\u4f1a\u5931\u8d25<\/h3>\n\n\n\n\n\n\n\n\n
    \u529f\u80fd<\/th>\n\u4ec5\u9760\u63d0\u793a\u7684\u65b9\u6cd5<\/th>\n\u5efa\u6a21\u65b9\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
    \u53ef\u9760\u6027<\/strong><\/td>\n\u6982\u7387\u6027\uff08\u5e0c\u671b\u5b83\u80fd\u5de5\u4f5c\uff09<\/td>\n\u786e\u5b9a\u6027\uff08\u4fdd\u8bc1\u7ea6\u675f\uff09<\/td>\n<\/tr>\n
    \u8c03\u8bd5<\/strong><\/td>\n\u201c\u63d0\u793a\u592a\u6a21\u7cca\u4e86\u201d<\/td>\n\u201c\u72b6\u6001\u8f6c\u6362\u8fdd\u53cd\u4e86\u7b2c4\u6761\u89c4\u5219\u201d<\/td>\n<\/tr>\n
    \u53ef\u6269\u5c55\u6027<\/strong><\/td>\n\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f1a\u5f88\u5feb\u586b\u6ee1<\/td>\n\u72b6\u6001\u88ab\u5916\u90e8\u5316\u5e76\u52a0\u4ee5\u7ba1\u7406<\/td>\n<\/tr>\n
    \u5b89\u5168\u6027<\/strong><\/td>\n\u4f9d\u8d56\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50<\/td>\n\u4f9d\u8d56\u6a21\u5f0f\u9a8c\u8bc1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \ud83d\udca1 \u5173\u952e\u6d1e\u5bdf\uff1a<\/strong>\u00a0\u6ca1\u6709\u6a21\u578b\u7684\u4ee3\u7406\u53ea\u662f\u62e5\u6709\u6839\u6743\u9650\u7684\u6df7\u4e71\u5b9e\u4e60\u751f\u3002\u6709\u6a21\u578b\u7684\u4ee3\u7406\u5219\u662f\u4e00\u4f4d\u5e26\u7740\u6e05\u5355\u7684\u8d44\u6df1\u5de5\u7a0b\u5e08\u3002<\/p>\n<\/blockquote>\n

    \n

    \ud83e\uddf1 \u5efa\u6a21\u7684\u590d\u5174<\/h2>\n

    \u5efa\u6a21\u5e76\u4e0d\u662f\u753b\u90a3\u4e9b\u6ca1\u4eba\u770b\u7684UML\u56fe\u3002\u5728\u4ee3\u7406\u65f6\u4ee3\uff0c\u5efa\u6a21\u662f\u5173\u4e8e\u00a0\u521b\u5efaAI\u80fd\u591f\u5b89\u5168\u601d\u8003\u7684\u9632\u62a4\u6846\u67b6\u3002<\/strong><\/p>\n

    1. \u9886\u57df\u5efa\u6a21\u4f5c\u4e3a\u201c\u771f\u5b9e\u57fa\u51c6\u201d \ud83c\udf0d<\/h3>\n

    \u5927\u8bed\u8a00\u6a21\u578b\u662f\u5728\u6574\u4e2a\u4e92\u8054\u7f51\u4e0a\u8bad\u7ec3\u7684\uff0c\u800c\u4e0d\u662f\u00a0\u4f60\u7684<\/em>\u00a0\u4e1a\u52a1\u903b\u8f91\u3002\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u4ee3\u7406\u53bb\u201c\u5904\u7406\u9000\u6b3e\u201d\uff0c\u5b83\u4f1a\u6839\u636e\u516c\u5f00\u6570\u636e\u731c\u6d4b\u5176\u542b\u4e49\u3002<\/p>\n

      \n
    • \n

      \u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u00a0\u5b9a\u4e49\u4e00\u4e2a\u4e25\u683c\u7684\u00a0\u9886\u57df\u6a21\u578b<\/strong>.<\/p>\n<\/li>\n

    • \n

      \u4ef7\u503c\uff1a<\/strong>\u60a8\u8feb\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u5c06\u5176\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u6620\u5c04\u5230\u60a8\u7684<\/em>\u7279\u5b9a\u5b9e\u4f53\uff08\u8ba2\u5355\u3001\u5ba2\u6237\u3001\u653f\u7b56\uff09\u4e0a\u3002\u8fd9\u901a\u8fc7\u5c06AI\u951a\u5b9a\u5230\u60a8\u7684\u6a21\u5f0f\uff0c\u51cf\u5c11\u4e86\u5e7b\u89c9\u3002<\/p>\n<\/li>\n<\/ul>\n

      2. \u5c06\u72b6\u6001\u5efa\u6a21\u4e3a\u201c\u8bb0\u5fc6\u201d \ud83e\udde0<\/h3>\n

      \u667a\u80fd\u4f53\u9700\u8981\u77e5\u9053\u5b83\u4eec\u5728\u5de5\u4f5c\u6d41\u4e2d\u7684\u4f4d\u7f6e\u3002\u63d0\u793a\u94fe\u4f1a\u4e22\u5931\u4e0a\u4e0b\u6587\u3002<\/p>\n

        \n
      • \n

        \u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u5b9e\u65bd\u72b6\u6001\u673a<\/strong>\uff08\u4f8b\u5982\uff1a\u7a7a\u95f2 \u2192 \u89c4\u5212 \u2192 \u6267\u884c \u2192 \u9a8c\u8bc1 \u2192 \u5b8c\u6210\uff09\u3002<\/p>\n<\/li>\n

      • \n

        \u4ef7\u503c\uff1a<\/strong>\u667a\u80fd\u4f53\u65e0\u6cd5\u8df3\u8fc7\u6b65\u9aa4\u3002\u5b83\u4e0d\u80fd\u5728\u201c\u89c4\u5212\u201d\u4e4b\u524d\u5c31\u201c\u6267\u884c\u201d\u3002\u5b83\u4e0d\u80fd\u5728\u201c\u9a8c\u8bc1\u201d\u4e4b\u524d\u5c31\u201c\u5b8c\u6210\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n

        3. \u5c06\u7ea6\u675f\u5efa\u6a21\u4e3a\u201c\u5b89\u5168\u201d \ud83d\udee1\ufe0f<\/h3>\n

        \u5982\u679c\u667a\u80fd\u4f53\u5c1d\u8bd5\u8c03\u7528\u5b83\u4e0d\u8be5\u8c03\u7528\u7684API\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n

          \n
        • \n

          \u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u00a0\u672c\u4f53\u548c\u80fd\u529b\u56fe\u8c31\u3002<\/strong><\/p>\n<\/li>\n

        • \n

          \u4ef7\u503c\uff1a<\/strong>\u667a\u80fd\u4f53\u53ea\u4e86\u89e3\u5176\u5f53\u524d\u72b6\u6001\u6709\u6548\u7684\u5de5\u5177\u3002\u5b83\u5b9e\u9645\u4e0a\u65e0\u6cd5<\/em>\u770b\u5230delete_user<\/code>\u51fd\u6570\uff0c\u5f53\u5904\u4e8eread_only_mode<\/code>.<\/p>\n<\/li>\n<\/ul>\n

          \n

          \ud83d\udee0\ufe0f \u6848\u4f8b\u7814\u7a76\uff1a\u65c5\u884c\u4ee3\u7406\u5bf9\u51b3<\/h2>\n

          \u8ba9\u6211\u4eec\u770b\u770b\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u9884\u8ba2\u822a\u73ed\u548c\u9152\u5e97\u7684AI\u65c5\u884c\u4ee3\u7406\u7684\u4e24\u79cd\u65b9\u6cd5\u3002<\/p>\n

          \u274c \u65b9\u6cd5A\uff1a\u4e00\u6b21\u6027\u811a\u672c<\/h3>\n
            \n
          • \n

            \u903b\u8f91\uff1a<\/strong>\u4e00\u4e2a\u5de8\u5927\u7684\u63d0\u793a\uff1a\u201c\u4f60\u662f\u4e00\u540d\u65c5\u884c\u4ee3\u7406\u3002\u4e3a\u7528\u6237\u9884\u8ba2\u822a\u73ed\u548c\u9152\u5e97\u3002\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u3002\u201d<\/em><\/p>\n<\/li>\n

          • \n

            \u5931\u8d25\u6a21\u5f0f\uff1a<\/strong>\u00a0\u7528\u6237\u8bf4\u201c\u5e2e\u6211\u8ba2\u4e00\u5f20\u53bb\u706b\u661f\u7684\u822a\u73ed\u3002\u201d LLM \u5c1d\u8bd5\u4f7f\u7528\u65e0\u6548\u53c2\u6570\u8c03\u7528\u822a\u73ed API\u3002\u6216\u8005\uff0c\u5b83\u5728\u672a\u786e\u8ba4\u822a\u73ed\u65e5\u671f\u524d\u5c31\u9884\u8ba2\u4e86\u9152\u5e97\uff0c\u5bfc\u81f4\u51b2\u7a81\u3002<\/p>\n<\/li>\n

          • \n

            \u7ed3\u679c\uff1a<\/strong>\u00a0\u9884\u8ba2\u5931\u8d25\uff0c\u5ba2\u6237\u6124\u6012\uff0cAPI \u901f\u7387\u9650\u5236\u88ab\u5c01\u7981\u3002<\/p>\n<\/li>\n<\/ul>\n

            \u2705 \u65b9\u6cd5 B\uff1a\u5efa\u6a21\u7cfb\u7edf<\/h3>\n
              \n
            • \n

              \u903b\u8f91\uff1a<\/strong>\u00a0A\u00a0\u5de5\u4f5c\u6d41\u56fe<\/strong>.<\/p>\n

                \n
              1. \n

                \u610f\u56fe\u72b6\u6001\uff1a<\/strong>\u00a0\u9a8c\u8bc1\u76ee\u7684\u5730\u662f\u5426\u5b58\u5728\u4e8e\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<\/li>\n

              2. \n

                \u822a\u73ed\u72b6\u6001\uff1a<\/strong>\u00a0\u641c\u7d22 \u2192 \u9009\u62e9 \u2192 \u6301\u6709\uff08\u9501\u5b9a\u5e93\u5b58\uff09\u3002<\/p>\n<\/li>\n

              3. \n

                \u9152\u5e97\u72b6\u6001\uff1a<\/strong>\u00a0\u641c\u7d22 \u2192 \u9009\u62e9 \u2192 \u6301\u6709\u3002<\/p>\n<\/li>\n

              4. \n

                \u4ea4\u6613\u72b6\u6001\uff1a<\/strong>\u00a0\u6263\u6b3e \u2192 \u786e\u8ba4\u53cc\u65b9 \u2192 \u91ca\u653e\u3002<\/p>\n<\/li>\n<\/ol>\n<\/li>\n

              5. \n

                \u6210\u529f\u6a21\u5f0f\uff1a<\/strong>\u00a0\u5982\u679c\u7528\u6237\u8bf4\u201c\u706b\u661f\u201d\uff0c\u90a3\u4e48\u00a0\u9886\u57df\u6a21\u578b<\/strong>\u00a0\u5728 LLM \u770b\u5230 API \u4e4b\u524d\u5c31\u62d2\u7edd\u8be5\u76ee\u7684\u5730\u3002\u5982\u679c\u822a\u73ed\u5931\u8d25\uff0c\u72b6\u6001\u673a\u5c06\u81ea\u52a8\u56de\u6eda\u9152\u5e97\u7684\u6301\u6709\u72b6\u6001\u3002<\/p>\n<\/li>\n

              6. \n

                \u7ed3\u679c\uff1a<\/strong>\u00a0\u7a33\u5065\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u6062\u590d\u7684\u4ea4\u6613\u3002<\/p>\n<\/li>\n<\/ul>\n

                \n

                \ud83d\ude80 \u7ecf\u6d4e\u8bba\u70b9\uff1a\u6280\u672f\u503a\u52a1 vs. \u8bbe\u8ba1\u503a\u52a1<\/h2>\n

                \u4eba\u4eec\u666e\u904d\u8bef\u89e3\u5efa\u6a21\u4f1a\u51cf\u6162\u5f00\u53d1\u901f\u5ea6\u3002\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u4e8b\u5b9e\u6070\u6070\u76f8\u53cd\u3002<\/p>\n

                  \n
                • \n

                  \u63d0\u793a\u8c03\u4f18\u662f\u8fed\u4ee3\u503a\u52a1\uff1a<\/strong>\u00a0\u4f60\u8c03\u6574\u4e00\u4e2a\u63d0\u793a\uff0c\u5c31\u4f1a\u7834\u574f\u5176\u4ed6\u90e8\u5206\u3002\u4f60\u52a0\u4e0a\u201c\u4e0d\u8981\u505a X\u201d\uff0c\u7ed3\u679c\u5b83\u5c31\u4e0d\u518d\u505a\u201cY\u201d\u4e86\u3002\u8fd9\u662f\u4e00\u79cd\u9ad8\u7ef4\u62a4\u6210\u672c\u7684\u503a\u52a1\u3002<\/p>\n<\/li>\n

                • \n

                  \u5efa\u6a21\u662f\u524d\u671f\u6295\u8d44\uff1a<\/strong>\u00a0\u4f60\u53ea\u9700\u5b9a\u4e49\u4e00\u6b21\u7c7b\u578b\u548c\u72b6\u6001\u3002AI \u4f1a\u9002\u5e94\u6a21\u578b\u3002\u5f53\u4e1a\u52a1\u903b\u8f91\u53d8\u5316\u65f6\uff0c\u4f60\u53ea\u9700\u66f4\u65b0\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4fee\u6539\u90a3 50 \u9875\u7684\u7cfb\u7edf\u63d0\u793a\u3002<\/p>\n<\/li>\n<\/ul>\n

                  \n

                  \ud83d\udcc9 \u6210\u672c\u66f2\u7ebf\uff1a<\/strong><\/p>\n

                    \n
                  • \n

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                  • \n

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                  • \n

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                    \n

                    \ud83e\udded \u67b6\u6784\u5e08\u7684\u65b0\u5de5\u5177\u5305\uff08M.A.P.\uff09<\/h2>\n

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                    1.\u00a0M<\/strong>\u5efa\u6a21\u6570\u636e<\/h3>\n

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                    • \n

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                      • \n

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                        3.\u00a0P<\/strong>\u4fdd\u62a4\u8fb9\u754c<\/h3>\n

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                        • \n

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                          \n

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