{"id":1405,"date":"2026-03-20T09:46:06","date_gmt":"2026-03-20T09:46:06","guid":{"rendered":"https:\/\/www.viz-read.com\/tw\/%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design\/"},"modified":"2026-03-20T09:46:06","modified_gmt":"2026-03-20T09:46:06","slug":"%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design","status":"publish","type":"post","link":"https:\/\/www.viz-read.com\/tw\/%f0%9f%8f%97%ef%b8%8f-from-throwaway-code-to-enduring-design\/","title":{"rendered":"\ud83c\udfd7\ufe0f \u5f9e\u4e00\u6b21\u6027\u7a0b\u5f0f\u78bc\u5230\u6c38\u7e8c\u8a2d\u8a08"},"content":{"rendered":"

\u5728\u4ee3\u7406\u578b\u4eba\u5de5\u667a\u6167\u6642\u4ee3\uff0c\u5efa\u6a21\u7684\u96b1\u85cf\u50f9\u503c<\/h2>\n
\n

\u8b0a\u8a00\uff1a<\/strong>\u00a0\u300cAI \u73fe\u5728\u80fd\u5beb\u7a0b\u5f0f\u78bc\uff0c\u6240\u4ee5\u67b6\u69cb\u4e0d\u518d\u91cd\u8981\u3002\u300d<\/em>
\n\u73fe\u5be6\uff1a<\/strong>\u00a0\u300cAI \u73fe\u5728\u80fd\u57f7\u884c\u52d5\u4f5c\uff0c\u56e0\u6b64\u67b6\u69cb\u6bd4\u4ee5\u5f80\u4efb\u4f55\u6642\u5019\u90fd\u66f4\u91cd\u8981\u3002\u300d<\/em><\/p>\n<\/blockquote>\n

\n

\ud83d\udea8 \u8b66\u8a0a<\/h3>\n

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\u5728\u804a\u5929\u6a5f\u5668\u4eba\u6642\u4ee3\uff0c\u5e7b\u89ba\u53ea\u662f\u4e00\u5247\u597d\u7b11\u7684\u932f\u8aa4\u8a0a\u606f\u3002
\n\u5728\u4ee3\u7406\u578b\u4eba\u5de5\u667a\u6167<\/strong>\u6642\u4ee3\uff0c\u5e7b\u89ba\u53ef\u80fd\u662f\u4e00\u7b46\u88ab\u522a\u9664\u7684\u8cc7\u6599\u5eab\u3001\u4e00\u7b46\u672a\u7d93\u6388\u6b0a\u7684\u96fb\u532f\uff0c\u6216\u4e00\u9805\u9055\u898f\u7684\u5408\u898f\u6cd5\u898f\u3002<\/p>\n

\u7576\u6211\u5011\u5f9e\u751f\u6210\u5f0f<\/em>\u4eba\u5de5\u667a\u6167\uff08\u5275\u9020\u6587\u5b57\uff09\u8f49\u5411\u4ee3\u7406\u578b<\/em>\u4eba\u5de5\u667a\u6167\uff08\u57f7\u884c\u4efb\u52d9\uff09\u6642\uff0c\u8edf\u9ad4\u5efa\u6a21<\/strong>\u5176\u50f9\u503c\u4e26\u672a\u6e1b\u5f31\u2014\u2014\u53cd\u800c\u6025\u901f\u6500\u5347\u3002\u9019\u6b63\u662f\u70ba\u4f55\u672a\u4f86\u5c6c\u65bc\u6700\u512a\u79c0\u7684\u5efa\u6a21\u8005\uff0c\u800c\u975e\u6700\u512a\u79c0\u7684\u63d0\u793a\u8a2d\u8a08\u8005\u7684\u539f\u56e0\u3002<\/p>\n

\n

\ud83d\udcc9 \u300c\u63d0\u793a\u512a\u5148\u300d\u67b6\u69cb\u7684\u9677\u9631<\/h2>\n

\u76ee\u524d\uff0c\u8a31\u591a\u5718\u968a\u6b63\u4ee5\u9019\u7a2e\u65b9\u5f0f\u5efa\u69cb\u4ee3\u7406\uff1a<\/p>\n

    \n
  1. \n

    \u8f38\u5165\uff1a<\/strong>\u4f7f\u7528\u8005\u8981\u6c42\u67d0\u9805\u8907\u96dc\u4efb\u52d9\u3002<\/p>\n<\/li>\n

  2. \n

    \u8655\u7406\uff1a<\/strong>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u63a5\u6536\u5305\u542b 50 \u689d\u898f\u5247\u7684\u9f90\u5927\u7cfb\u7d71\u63d0\u793a\u3002<\/p>\n<\/li>\n

  3. \n

    \u52d5\u4f5c\uff1a<\/strong>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u76f4\u63a5\u8f38\u51fa JSON \u6216\u51fd\u5f0f\u547c\u53eb\u3002<\/p>\n<\/li>\n

  4. \n

    \u98a8\u96aa\uff1a<\/strong>\u00a0\u6c92\u6709\u72c0\u614b\u8ffd\u8e64\uff0c\u6c92\u6709\u985e\u578b\u5b89\u5168\uff0c\u9664\u4e86\u300c\u8acb\u4e0d\u8981\u641e\u7838\u300d\u4e4b\u5916\u6c92\u6709\u4efb\u4f55\u9632\u8b77\u6a5f\u5236\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u26a0\ufe0f \u70ba\u4f55\u9019\u5728\u64f4\u5c55\u6642\u6703\u5931\u6557<\/h3>\n\n\n\n\n\n\n\n\n
    \u529f\u80fd<\/th>\n\u50c5\u9760\u63d0\u793a\u7684\u65b9\u6cd5<\/th>\n\u5efa\u6a21\u65b9\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
    \u53ef\u9760\u6027<\/strong><\/td>\n\u6a5f\u7387\u6027\uff08\u5e0c\u671b\u5b83\u80fd\u904b\u4f5c\uff09<\/td>\n\u78ba\u5b9a\u6027\uff08\u78ba\u4fdd\u7d04\u675f\u689d\u4ef6\uff09<\/td>\n<\/tr>\n
    \u9664\u932f<\/strong><\/td>\n\u300c\u63d0\u793a\u592a\u6a21\u7cca\u4e86\u300d<\/td>\n\u300c\u72c0\u614b\u8f49\u63db\u9055\u53cd\u4e86\u898f\u5247 4\u300d<\/td>\n<\/tr>\n
    \u53ef\u64f4\u5c55\u6027<\/strong><\/td>\n\u4e0a\u4e0b\u6587\u7a97\u53e3\u6703\u5feb\u901f\u586b\u6eff<\/td>\n\u72c0\u614b\u88ab\u5916\u90e8\u5316\u4e26\u52a0\u4ee5\u7ba1\u7406<\/td>\n<\/tr>\n
    \u5b89\u5168\u6027<\/strong><\/td>\n\u4f9d\u8cf4\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u5c0d\u9f4a<\/td>\n\u4f9d\u8cf4\u7d50\u69cb\u9a57\u8b49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \ud83d\udca1 \u95dc\u9375\u6d1e\u5bdf\uff1a<\/strong>\u00a0\u6c92\u6709\u6a21\u578b\u7684\u4ee3\u7406\u50c5\u50c5\u662f\u64c1\u6709\u6839\u6b0a\u9650\u7684\u6df7\u4e82\u5be6\u7fd2\u751f\u3002\u64c1\u6709\u6a21\u578b\u7684\u4ee3\u7406\u5247\u662f\u5e36\u6709\u6aa2\u67e5\u6e05\u55ae\u7684\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u3002<\/p>\n<\/blockquote>\n

    \n

    \ud83e\uddf1 \u5efa\u6a21\u7684\u5fa9\u8208<\/h2>\n

    \u5efa\u6a21\u4e26\u4e0d\u662f\u756b\u51fa\u6c92\u6709\u4eba\u770b\u7684 UML \u5716\u8868\u3002\u5728\u4ee3\u7406\u6642\u4ee3\uff0c\u5efa\u6a21\u662f\u95dc\u65bc\u00a0\u5275\u9020\u8b93 AI \u80fd\u5b89\u5168\u601d\u8003\u7684\u9632\u8b77\u6a5f\u5236\u3002<\/strong><\/p>\n

    1. \u9818\u57df\u5efa\u6a21\u4f5c\u70ba\u300c\u771f\u5be6\u60c5\u6cc1\u300d\ud83c\udf0d<\/h3>\n

    \u5927\u8a9e\u8a00\u6a21\u578b\u662f\u5728\u6574\u500b\u4e92\u806f\u7db2\u4e0a\u8a13\u7df4\u7684\uff0c\u800c\u4e0d\u662f\u00a0\u4f60\u7684<\/em>\u00a0\u696d\u52d9\u908f\u8f2f\u3002\u5982\u679c\u4f60\u8981\u6c42\u4ee3\u7406\u300c\u8655\u7406\u9000\u6b3e\u300d\uff0c\u5b83\u6703\u6839\u64da\u516c\u958b\u8cc7\u6599\u731c\u6e2c\u5176\u542b\u7fa9\u3002<\/p>\n

      \n
    • \n

      \u89e3\u6c7a\u65b9\u6848\uff1a<\/strong>\u00a0\u5b9a\u7fa9\u4e00\u500b\u56b4\u683c\u7684\u00a0\u9818\u57df\u6a21\u578b<\/strong>.<\/p>\n<\/li>\n

    • \n

      \u50f9\u503c\uff1a<\/strong>\u00a0\u60a8\u8feb\u4f7f\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5c07\u5176\u81ea\u7136\u8a9e\u8a00\u7406\u89e3\u6620\u5c04\u5230\u00a0\u60a8\u7684<\/em>\u00a0\u7279\u5b9a\u5be6\u9ad4\uff08\u8a02\u55ae\u3001\u5ba2\u6236\u3001\u653f\u7b56\uff09\u3002\u9019\u900f\u904e\u5c07AI\u56fa\u5b9a\u5728\u60a8\u7684\u67b6\u69cb\u4e0a\uff0c\u6e1b\u5c11\u5e7b\u89ba\u3002<\/p>\n<\/li>\n<\/ul>\n

      2. \u72c0\u614b\u5efa\u6a21\u4f5c\u70ba\u300c\u8a18\u61b6\u300d\ud83e\udde0<\/h3>\n

      \u4ee3\u7406\u9700\u8981\u77e5\u9053\u5b83\u5011\u5728\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u4f4d\u7f6e\u3002\u63d0\u793a\u93c8\u6703\u5931\u53bb\u4e0a\u4e0b\u6587\u3002<\/p>\n

        \n
      • \n

        \u89e3\u6c7a\u65b9\u6848\uff1a<\/strong>\u00a0\u5be6\u65bd\u00a0\u72c0\u614b\u6a5f<\/strong>\u00a0\uff08\u4f8b\u5982\uff1a\u7a7a\u9592 \u2192 \u8a08\u5283 \u2192 \u57f7\u884c \u2192 \u6838\u5be6 \u2192 \u5b8c\u6210\uff09\u3002<\/p>\n<\/li>\n

      • \n

        \u50f9\u503c\uff1a<\/strong>\u00a0\u4ee3\u7406\u7121\u6cd5\u8df3\u904e\u6b65\u9a5f\u3002\u5b83\u7121\u6cd5\u5728\u300c\u898f\u5283\u300d\u4e4b\u524d\u300c\u57f7\u884c\u300d\u3002\u5b83\u7121\u6cd5\u5728\u300c\u6838\u5be6\u300d\u4e4b\u524d\u300c\u5b8c\u6210\u300d\u3002<\/p>\n<\/li>\n<\/ul>\n

        3. \u7d04\u675f\u5efa\u6a21\u4f5c\u70ba\u300c\u5b89\u5168\u300d\ud83d\udee1\ufe0f<\/h3>\n

        \u5982\u679c\u4ee3\u7406\u8a66\u5716\u8abf\u7528\u5b83\u4e0d\u61c9\u8a72\u4f7f\u7528\u7684API\uff0c\u6703\u767c\u751f\u4ec0\u9ebc\u60c5\u6cc1\uff1f<\/p>\n

          \n
        • \n

          \u89e3\u6c7a\u65b9\u6848\uff1a<\/strong>\u00a0\u672c\u9ad4\u8ad6\u8207\u80fd\u529b\u5730\u5716\u3002<\/strong><\/p>\n<\/li>\n

        • \n

          \u50f9\u503c\uff1a<\/strong>\u00a0\u4ee3\u7406\u50c5\u80fd\u610f\u8b58\u5230\u5176\u7576\u524d\u72c0\u614b\u4e0b\u6709\u6548\u7684\u5de5\u5177\u3002\u5b83\u5be6\u969b\u4e0a\u00a0\u7121\u6cd5<\/em>\u00a0\u770b\u5230\u00a0delete_user<\/code>\u00a0\u529f\u80fd\uff0c\u7576\u8655\u65bc\u00a0read_only_mode<\/code>.<\/p>\n<\/li>\n<\/ul>\n

          \n

          \ud83d\udee0\ufe0f \u6848\u4f8b\u7814\u7a76\uff1a\u65c5\u904a\u4ee3\u7406\u5927\u5c0d\u6c7a<\/h2>\n

          \u8b93\u6211\u5011\u4f86\u770b\u770b\u5169\u7a2e\u5efa\u7acbAI\u65c5\u904a\u4ee3\u7406\u7684\u65b9\u6cd5\uff0c\u7528\u65bc\u9810\u8a02\u822a\u73ed\u548c\u9152\u5e97\u3002<\/p>\n

          \u274c \u65b9\u6cd5A\uff1a\u4e00\u6b21\u6027\u8173\u672c<\/h3>\n
            \n
          • \n

            \u908f\u8f2f\uff1a<\/strong>\u00a0\u4e00\u500b\u5de8\u5927\u7684\u63d0\u793a\uff1a\u00a0\u300c\u4f60\u662f\u4e00\u540d\u65c5\u904a\u4ee3\u7406\u3002\u70ba\u4f7f\u7528\u8005\u9810\u8a02\u822a\u73ed\u548c\u9152\u5e97\u3002\u4f7f\u7528\u9019\u4e9b\u5de5\u5177\u3002\u300d<\/em><\/p>\n<\/li>\n

          • \n

            \u5931\u6557\u6a21\u5f0f\uff1a<\/strong>\u00a0\u4f7f\u7528\u8005\u8aaa\u300c\u5e6b\u6211\u9810\u8a02\u4e00\u73ed\u53bb\u706b\u661f\u7684\u822a\u73ed\u3002\u300dLLM \u5617\u8a66\u4f7f\u7528\u7121\u6548\u53c3\u6578\u547c\u53eb\u822a\u73ed API\u3002\u6216\u8005\uff0c\u5b83\u5728\u78ba\u8a8d\u822a\u73ed\u65e5\u671f\u4e4b\u524d\u5c31\u9810\u8a02\u4e86\u98ef\u5e97\uff0c\u5c0e\u81f4\u885d\u7a81\u3002<\/p>\n<\/li>\n

          • \n

            \u7d50\u679c\uff1a<\/strong>\u00a0\u932f\u8aa4\u7684\u9810\u8a02\u3001\u751f\u6c23\u7684\u5ba2\u6236\u3001API \u901f\u7387\u9650\u5236\u5c01\u9396\u3002<\/p>\n<\/li>\n<\/ul>\n

            \u2705 \u65b9\u6cd5 B\uff1a\u5efa\u6a21\u7cfb\u7d71<\/h3>\n
              \n
            • \n

              \u908f\u8f2f\uff1a<\/strong>\u00a0A\u00a0\u5de5\u4f5c\u6d41\u7a0b\u5716<\/strong>.<\/p>\n

                \n
              1. \n

                \u610f\u5716\u72c0\u614b\uff1a<\/strong>\u00a0\u9a57\u8b49\u76ee\u7684\u5730\u662f\u5426\u5b58\u5728\u4e8e\u8cc7\u6599\u5eab\u4e2d\u3002<\/p>\n<\/li>\n

              2. \n

                \u822a\u73ed\u72c0\u614b\uff1a<\/strong>\u00a0\u641c\u5c0b \u2192 \u9078\u64c7 \u2192 \u66ab\u5b58\uff08\u9396\u5b9a\u5eab\u5b58\uff09\u3002<\/p>\n<\/li>\n

              3. \n

                \u98ef\u5e97\u72c0\u614b\uff1a<\/strong>\u00a0\u641c\u5c0b \u2192 \u9078\u64c7 \u2192 \u66ab\u5b58\u3002<\/p>\n<\/li>\n

              4. \n

                \u4ea4\u6613\u72c0\u614b\uff1a<\/strong>\u00a0\u6263\u6b3e \u2192 \u78ba\u8a8d\u96d9\u65b9 \u2192 \u91cb\u653e\u3002<\/p>\n<\/li>\n<\/ol>\n<\/li>\n

              5. \n

                \u6210\u529f\u6a21\u5f0f\uff1a<\/strong>\u00a0\u5982\u679c\u4f7f\u7528\u8005\u8aaa\u300c\u706b\u661f\u300d\uff0c\u7cfb\u7d71\u6703\u5728 LLM \u63a5\u89f8 API \u4e4b\u524d\u5c31\u62d2\u7d55\u8a72\u76ee\u7684\u5730\u3002\u5982\u679c\u822a\u73ed\u5931\u6557\uff0c\u72c0\u614b\u6a5f\u6703\u81ea\u52d5\u56de\u6efe\u98ef\u5e97\u7684\u66ab\u5b58\u3002\u9818\u57df\u6a21\u578b<\/strong>\u00a0\u62d2\u7d55\u8a72\u76ee\u7684\u5730\uff0c\u4f7f LLM \u6c38\u9060\u4e0d\u6703\u770b\u5230 API\u3002\u5982\u679c\u822a\u73ed\u5931\u6557\uff0c\u72c0\u614b\u6a5f\u6703\u81ea\u52d5\u56de\u6efe\u98ef\u5e97\u7684\u66ab\u5b58\u3002<\/p>\n<\/li>\n

              6. \n

                \u7d50\u679c\uff1a<\/strong>\u00a0\u7a69\u5065\u3001\u53ef\u5be9\u8a08\u3001\u53ef\u6062\u5fa9\u7684\u4ea4\u6613\u3002<\/p>\n<\/li>\n<\/ul>\n

                \n

                \ud83d\ude80 \u7d93\u6fdf\u8ad6\u9ede\uff1a\u6280\u8853\u50b5\u52d9 vs. \u8a2d\u8a08\u50b5\u52d9<\/h2>\n

                \u6709\u4eba\u8aa4\u4ee5\u70ba\u5efa\u6a21\u6703\u62d6\u6162\u958b\u767c\u9032\u5ea6\u3002\u4f46\u5728 AI \u6642\u4ee3\uff0c\u60c5\u6cc1\u6070\u6070\u76f8\u53cd\u3002<\/p>\n

                  \n
                • \n

                  \u63d0\u793a\u8abf\u512a\u662f\u4e00\u7a2e\u8fed\u4ee3\u50b5\u52d9\uff1a<\/strong>\u00a0\u4f60\u8abf\u6574\u4e00\u500b\u63d0\u793a\uff0c\u5c31\u6703\u7834\u58de\u5176\u4ed6\u90e8\u5206\u3002\u4f60\u52a0\u4e0a\u300c\u4e0d\u8981\u505a X\u300d\uff0c\u7d50\u679c\u537b\u505c\u6b62\u4e86\u300c\u505a Y\u300d\u3002\u9019\u662f\u4e00\u7a2e\u9ad8\u7dad\u8b77\u6210\u672c\u7684\u50b5\u52d9\u3002<\/p>\n<\/li>\n

                • \n

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