{"id":91860,"date":"2026-08-08T16:01:08","date_gmt":"2026-08-08T08:01:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91860.html"},"modified":"2026-08-08T16:01:08","modified_gmt":"2026-08-08T08:01:08","slug":"day-10-%c2%b7-%e9%82%ae%e4%bb%b6-ai%ef%bc%9a%e6%99%ba%e8%83%bd%e5%88%86%e7%b1%bb%e4%b8%8e%e8%87%aa%e5%8a%a8%e5%9b%9e%e5%a4%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91860.html","title":{"rendered":"Day 10 \u00b7 \u90ae\u4ef6 + AI\uff1a\u667a\u80fd\u5206\u7c7b\u4e0e\u81ea\u52a8\u56de\u590d"},"content":{"rendered":"

\u300cAI Python \u7cfb\u5217\u300d\u7b2c 01 \u680f \u00b7 AI \u65f6\u4ee3\u7684 Python \u529e\u516c\u81ea\u52a8\u5316<\/p>\n

\u5168\u680f 18 \u7bc7 \u00b7 \u96f6\u6210\u672c\u8ddf\u5b8c 🍃<\/p>\n

\u54c1\u724c：\u6885\u96c5\u8fbe\u7f16\u7a0b\u7b14\u8bb0<\/p>\n

\n

\u6458\u8981： \u5ba2\u670d\u90ae\u7bb1\u6bcf\u5929\u51e0\u5341\u5c01\u90ae\u4ef6，\u624b\u52a8\u5206\u7c7b\u3001\u9010\u5c01\u56de\u590d\u3001\u8fd8\u8981\u5199\u65e5\u62a5\u3002\u672c\u7bc7\u7528AI\u81ea\u52a8\u5206\u7c7b\u90ae\u4ef6（\u54a8\u8be2\/\u6295\u8bc9\/\u5efa\u8bae\/\u5408\u4f5c\/\u5176\u4ed6）\u3001\u751f\u6210\u56de\u590d\u8349\u7a3f\u3001\u6c47\u603b\u5f53\u65e5\u90ae\u4ef6\u65e5\u62a5\u3002\u5185\u7f6e\u6a21\u62df\u90ae\u4ef6\u6570\u636e，\u65e0\u9700\u914d\u7f6e\u90ae\u7bb1\u5373\u53ef\u8ddf\u7ec3\u3002\u4f20\u7edf\u505a\u6cd5\u9760\u4eba\u770b\u4eba\u56de，AI\u505a\u6cd5\u5206\u7c7b+\u56de\u590d+\u6c47\u603b\u4e00\u6761\u9f99\u3002<\/p>\n

\n

\u5f00\u7bc7 \u00b7 \u90ae\u4ef6\u5904\u7406\u7684\u771f\u5b9e\u75db\u70b9<\/h3>\n

\u4f60\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u4e9b\u6d3b：<\/p>\n\n\u573a\u666f\u4f20\u7edf\u505a\u6cd5\u75db\u70b9<\/tr>\n\n\n\n\n
\u5ba2\u670d\u5206\u7c7b<\/td>\n\u6253\u5f00\u90ae\u4ef6 \u2192 \u8bfb\u4e00\u904d \u2192 \u624b\u52a8\u6807\u8bb0\u7c7b\u522b<\/td>\n50\u5c01\u90ae\u4ef6\u5206\u7c7b1\u5c0f\u65f6<\/td>\n<\/tr>\n
\u9010\u5c01\u56de\u590d<\/td>\n\u770b\u5b8c\u90ae\u4ef6 \u2192 \u60f3\u56de\u590d\u5185\u5bb9 \u2192 \u6253\u5b57\u53d1\u9001<\/td>\n\u76f8\u4f3c\u95ee\u9898\u53cd\u590d\u5199\u4e00\u6837\u7684\u56de\u590d<\/td>\n<\/tr>\n
\u90ae\u4ef6\u65e5\u62a5<\/td>\n\u624b\u52a8\u7edf\u8ba1 \u2192 \u5199\u6c47\u603b \u2192 \u53d1\u7ed9\u9886\u5bfc<\/td>\n\u4e0b\u73ed\u524d\u8fd8\u8981\u82b130\u5206\u949f\u6574\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5171\u540c\u7279\u5f81： \u90ae\u4ef6\u5185\u5bb9\u662f\u6587\u5b57，\u5206\u7c7b\u548c\u56de\u590d\u5168\u9760\u4eba\u8111\u7406\u89e3\u3002\u8fd9\u6b63\u662f AI \u6700\u64c5\u957f\u7684\u4e8b\u3002<\/p>\n

\u4eca\u5929\u7528 AI \u89e3\u51b3\u90ae\u4ef6\u5904\u7406\u7684\u4e09\u4e2a\u6838\u5fc3\u73af\u8282\u2014\u2014\u5206\u7c7b\u3001\u56de\u590d\u3001\u6c47\u603b\u3002<\/p>\n

\n

\u4e00\u3001\u4f20\u7edf\u505a\u6cd5 vs AI \u65f6\u4ee3\u505a\u6cd5<\/h3>\n

\u4f20\u7edf\u505a\u6cd5：imaplib \u6536\u90ae\u4ef6 + \u624b\u52a8\u5904\u7406<\/h4>\n

import<\/span> imaplib
\nimport<\/span> email<\/p>\n

# \u8fde\u63a5\u90ae\u7bb1<\/span>
\nmail =<\/span> imaplib.<\/span>IMAP4_SSL(<\/span>"imap.exmail.qq.com"<\/span>)<\/span>
\nmail.<\/span>login(<\/span>"service@meiyada.com"<\/span>,<\/span> "password"<\/span>)<\/span>
\nmail.<\/span>select(<\/span>"inbox"<\/span>)<\/span><\/p>\n

# \u641c\u7d22\u672a\u8bfb\u90ae\u4ef6<\/span>
\n_,<\/span> data =<\/span> mail.<\/span>search(<\/span>None<\/span>,<\/span> "UNSEEN"<\/span>)<\/span>
\nfor<\/span> num in<\/span> data[<\/span>0<\/span>]<\/span>.<\/span>split(<\/span>)<\/span>:<\/span>
\n _,<\/span> msg_data =<\/span> mail.<\/span>fetch(<\/span>num,<\/span> "(RFC822)"<\/span>)<\/span>
\n msg =<\/span> email.<\/span>message_from_bytes(<\/span>msg_data[<\/span>0<\/span>]<\/span>[<\/span>1<\/span>]<\/span>)<\/span>
\n print<\/span>(<\/span>msg[<\/span>"Subject"<\/span>]<\/span>,<\/span> msg[<\/span>"From"<\/span>]<\/span>)<\/span><\/p>\n

\u80fd\u529b\u8fb9\u754c：<\/p>\n

    \n
  • \u2705 \u8fde\u63a5\u90ae\u7bb1\u3001\u8bfb\u53d6\u90ae\u4ef6\u3001\u83b7\u53d6\u6807\u9898\/\u6b63\u6587\/\u9644\u4ef6<\/li>\n
  • \u2705 \u6807\u8bb0\u5df2\u8bfb\/\u672a\u8bfb\u3001\u5220\u9664\u3001\u79fb\u52a8\u5230\u6587\u4ef6\u5939<\/li>\n
  • \u274c \u4e0d\u77e5\u9053\u8fd9\u5c01\u90ae\u4ef6\u5c5e\u4e8e\u4ec0\u4e48\u7c7b\u522b<\/li>\n
  • \u274c \u4e0d\u4f1a\u5199\u56de\u590d\u5185\u5bb9<\/li>\n
  • \u274c \u4e0d\u4f1a\u5e2e\u4f60\u6c47\u603b\u4eca\u5929\u6536\u4e86\u591a\u5c11\u5c01\u3001\u4ec0\u4e48\u7c7b\u578b<\/li>\n<\/ul>\n

    AI \u65f6\u4ee3\u505a\u6cd5：\u5206\u7c7b + \u56de\u590d + \u65e5\u62a5<\/h4>\n

    # AI \u5206\u7c7b\u90ae\u4ef6<\/span>
    \nresult =<\/span> client.<\/span>chat_json(<\/span>"\u8bf7\u5bf9\u4ee5\u4e0b\u90ae\u4ef6\u5206\u7c7b…"<\/span>)<\/span>
    \n# {"category": "\u6295\u8bc9", "priority": "\u9ad8", "summary": "…"}<\/span><\/p>\n

    # AI \u751f\u6210\u56de\u590d\u8349\u7a3f<\/span>
    \nreply =<\/span> client.<\/span>chat(<\/span>"\u8bf7\u6839\u636e\u4ee5\u4e0b\u90ae\u4ef6\u751f\u6210\u56de\u590d…"<\/span>)<\/span><\/p>\n

    # AI \u751f\u6210\u65e5\u62a5<\/span>
    \nreport =<\/span> client.<\/span>chat(<\/span>"\u8bf7\u6839\u636e\u4eca\u65e5\u90ae\u4ef6\u5206\u7c7b\u6c47\u603b\u751f\u6210\u65e5\u62a5…"<\/span>)<\/span><\/p>\n

    \u7ec4\u5408\u4f18\u52bf：<\/p>\n

      \n
    • AI \u8d1f\u8d23\u7406\u89e3：\u5206\u7c7b\u3001\u5224\u65ad\u4f18\u5148\u7ea7\u3001\u751f\u6210\u56de\u590d\u3001\u6c47\u603b<\/li>\n
    • imaplib \u8d1f\u8d23\u6536\u53d1：\u8fde\u63a5\u90ae\u7bb1\u3001\u8bfb\u53d6\u90ae\u4ef6\u3001\u53d1\u9001\u56de\u590d（\u672c\u7bc7\u7528\u6a21\u62df\u6570\u636e）<\/li>\n
    • \u4eba\u5de5\u53ea\u9700\u5ba1\u6838\u56de\u590d\u8349\u7a3f，\u786e\u8ba4\u540e\u53d1\u9001<\/li>\n<\/ul>\n
      \n

      \u4e8c\u3001\u90ae\u4ef6\u6570\u636e\u7ed3\u6784<\/h3>\n

      \u672c\u7bc7\u7528\u6a21\u62df\u90ae\u4ef6\u6570\u636e，\u4e0d\u7528\u914d\u7f6e\u771f\u5b9e\u90ae\u7bb1\u5c31\u80fd\u8ddf\u7ec3：<\/p>\n

      MOCK_EMAILS =<\/span> [<\/span>
      \n {<\/span>
      \n "id"<\/span>:<\/span> 1<\/span>,<\/span>
      \n "from"<\/span>:<\/span> "\u5f20\u5ba2\u6237 <zhang@meiyada.com>"<\/span>,<\/span>
      \n "subject"<\/span>:<\/span> "\u5173\u4e8e\u4ea7\u54c1\u529f\u80fd\u7684\u54a8\u8be2"<\/span>,<\/span>
      \n "body"<\/span>:<\/span> "\u4f60\u597d，\u6211\u60f3\u4e86\u89e3\u4f60\u4eec\u7684\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u662f\u5426\u652f\u6301\u6279\u91cf\u5bfc\u5165Excel\u6570\u636e？"<\/span>,<\/span>
      \n "time"<\/span>:<\/span> "2026-07-20 09:15"<\/span>
      \n }<\/span>,<\/span>
      \n # … \u66f4\u591a\u90ae\u4ef6<\/span>
      \n]<\/span><\/p>\n

      \u5b9e\u9645\u9879\u76ee\u4e2d\u66ff\u6362： \u628a MOCK_EMAILS \u6362\u6210 imaplib \u8bfb\u53d6\u7684\u771f\u5b9e\u90ae\u4ef6\u5373\u53ef，\u6570\u636e\u7ed3\u6784\u4e00\u6837\u3002<\/p>\n

      # \u5b9e\u9645\u9879\u76ee：\u4ece\u90ae\u7bb1\u8bfb\u53d6<\/span>
      \ndef<\/span> fetch_emails<\/span>(<\/span>)<\/span>:<\/span>
      \n mail =<\/span> imaplib.<\/span>IMAP4_SSL(<\/span>"imap.your-mail-server.com"<\/span>)<\/span>
      \n mail.<\/span>login(<\/span>"user@example.com"<\/span>,<\/span> "password"<\/span>)<\/span>
      \n mail.<\/span>select(<\/span>"inbox"<\/span>)<\/span>
      \n _,<\/span> data =<\/span> mail.<\/span>search(<\/span>None<\/span>,<\/span> "UNSEEN"<\/span>)<\/span>
      \n emails =<\/span> [<\/span>]<\/span>
      \n for<\/span> num in<\/span> data[<\/span>0<\/span>]<\/span>.<\/span>split(<\/span>)<\/span>:<\/span>
      \n _,<\/span> msg_data =<\/span> mail.<\/span>fetch(<\/span>num,<\/span> "(RFC822)"<\/span>)<\/span>
      \n msg =<\/span> email.<\/span>message_from_bytes(<\/span>msg_data[<\/span>0<\/span>]<\/span>[<\/span>1<\/span>]<\/span>)<\/span>
      \n body =<\/span> ""<\/span>
      \n if<\/span> msg.<\/span>is_multipart(<\/span>)<\/span>:<\/span>
      \n for<\/span> part in<\/span> msg.<\/span>walk(<\/span>)<\/span>:<\/span>
      \n if<\/span> part.<\/span>get_content_type(<\/span>)<\/span> ==<\/span> "text\/plain"<\/span>:<\/span>
      \n body =<\/span> part.<\/span>get_payload(<\/span>decode=<\/span>True<\/span>)<\/span>.<\/span>decode(<\/span>"utf-8"<\/span>,<\/span> "ignore"<\/span>)<\/span>
      \n break<\/span>
      \n else<\/span>:<\/span>
      \n body =<\/span> msg.<\/span>get_payload(<\/span>decode=<\/span>True<\/span>)<\/span>.<\/span>decode(<\/span>"utf-8"<\/span>,<\/span> "ignore"<\/span>)<\/span>
      \n emails.<\/span>append(<\/span>{<\/span>
      \n "id"<\/span>:<\/span> num.<\/span>decode(<\/span>)<\/span>,<\/span>
      \n "from"<\/span>:<\/span> msg[<\/span>"From"<\/span>]<\/span>,<\/span>
      \n "subject"<\/span>:<\/span> msg[<\/span>"Subject"<\/span>]<\/span>,<\/span>
      \n "body"<\/span>:<\/span> body,<\/span>
      \n "time"<\/span>:<\/span> msg[<\/span>"Date"<\/span>]<\/span>
      \n }<\/span>)<\/span>
      \n return<\/span> emails<\/p>\n

      💡 \u6559\u5b66\u7528\u9014，\u5546\u7528\u9700\u5408\u89c4\u3002 \u5b9e\u9645\u4f7f\u7528\u90ae\u7bb1 API \u65f6\u6ce8\u610f\u9075\u5b88\u670d\u52a1\u5546\u7684\u4f7f\u7528\u6761\u6b3e\u548c\u9891\u7387\u9650\u5236\u3002<\/p>\n

      \n

      \u4e09\u3001\u5b9e\u6218 1：\u90ae\u4ef6\u81ea\u52a8\u5206\u7c7b<\/h3>\n

      \u573a\u666f<\/h4>\n

      8 \u5c01\u90ae\u4ef6，AI \u81ea\u52a8\u5206\u7c7b\u4e3a：\u54a8\u8be2 \/ \u6295\u8bc9 \/ \u5efa\u8bae \/ \u5408\u4f5c \/ \u5176\u4ed6，\u5e76\u5224\u65ad\u4f18\u5148\u7ea7\u548c\u4e00\u53e5\u8bdd\u6458\u8981\u3002<\/p>\n

      \u6838\u5fc3\u4ee3\u7801<\/h4>\n

      from<\/span> llm_client import<\/span> LLMClient
      \nimport<\/span> json<\/p>\n

      client =<\/span> LLMClient(<\/span>provider=<\/span>"glm"<\/span>)<\/span><\/p>\n

      email =<\/span> {<\/span>
      \n "from"<\/span>:<\/span> "\u674e\u7528\u6237 <li@customer.com>"<\/span>,<\/span>
      \n "subject"<\/span>:<\/span> "\u7cfb\u7edf\u767b\u5f55\u4e0d\u4e86！！\u5f88\u6025"<\/span>,<\/span>
      \n "body"<\/span>:<\/span> "\u4ece\u6628\u5929\u4e0b\u5348\u5f00\u59cb\u7cfb\u7edf\u5c31\u767b\u5f55\u4e0d\u4e86\u4e86，\u8f93\u5165\u8d26\u53f7\u5bc6\u7801\u540e\u9875\u9762\u4e00\u76f4\u7a7a\u767d…"<\/span>
      \n}<\/span><\/p>\n

      prompt =<\/span> f"""\u8bf7\u5bf9\u4ee5\u4e0b\u90ae\u4ef6\u8fdb\u884c\u5206\u7c7b，\u8f93\u51faJSON\u3002<\/p>\n

      \u53d1\u4ef6\u4eba：<\/span>{<\/span>email[<\/span>'from'<\/span>]<\/span>}<\/span><\/span>
      \n\u4e3b\u9898：<\/span>{<\/span>email[<\/span>'subject'<\/span>]<\/span>}<\/span><\/span>
      \n\u5185\u5bb9：<\/span>{<\/span>email[<\/span>'body'<\/span>]<\/span>}<\/span><\/span><\/p>\n

      \u5206\u7c7b\u9009\u9879：\u54a8\u8be2 \/ \u6295\u8bc9 \/ \u5efa\u8bae \/ \u5408\u4f5c \/ \u5176\u4ed6<\/p>\n

      \u8f93\u51fa\u683c\u5f0f：
      \n{{
      \n "category": "…",
      \n "priority": "\u9ad8\/\u4e2d\/\u4f4e",
      \n "summary": "\u4e00\u53e5\u8bdd\u6982\u62ec\u90ae\u4ef6\u6838\u5fc3\u5185\u5bb9"
      \n}}"""<\/span><\/span><\/p>\n

      result =<\/span> client.<\/span>chat_json(<\/span>prompt,<\/span> temperature=<\/span>0.1<\/span>)<\/span>
      \ninfo =<\/span> json.<\/span>loads(<\/span>result)<\/span>
      \nprint<\/span>(<\/span>f"\u5206\u7c7b：<\/span>{<\/span>info[<\/span>'category'<\/span>]<\/span>}<\/span><\/span> | \u4f18\u5148\u7ea7：<\/span>{<\/span>info[<\/span>'priority'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
      \nprint<\/span>(<\/span>f"\u6458\u8981：<\/span>{<\/span>info[<\/span>'summary'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

      \u8f93\u51fa\u793a\u4f8b：<\/p>\n

      {<\/span>
      \n "category"<\/span>:<\/span> "\u6295\u8bc9"<\/span>,<\/span>
      \n "priority"<\/span>:<\/span> "\u9ad8"<\/span>,<\/span>
      \n "summary"<\/span>:<\/span> "\u7528\u6237\u7cfb\u7edf\u65e0\u6cd5\u767b\u5f55，\u5f71\u54cd\u5ba2\u6237\u6f14\u793a，\u8981\u6c42\u7d27\u6025\u5904\u7406"<\/span>
      \n}<\/span><\/p>\n

      \u4e3a\u4ec0\u4e48\u7528 chat_json + temperature=0.1？ \u5206\u7c7b\u662f\u786e\u5b9a\u6027\u4efb\u52a1，\u4e0d\u9700\u8981\u521b\u610f\u3002JSON \u6a21\u5f0f\u4fdd\u8bc1\u8f93\u51fa\u683c\u5f0f\u7a33\u5b9a，\u4f4e\u6e29\u5ea6\u4fdd\u8bc1\u5206\u7c7b\u4e00\u81f4\u3002<\/p>\n

      \n

      \u56db\u3001\u5b9e\u6218 2：AI \u751f\u6210\u56de\u590d\u8349\u7a3f<\/h3>\n

      \u573a\u666f<\/h4>\n

      AI \u6839\u636e\u90ae\u4ef6\u5185\u5bb9\u548c\u5206\u7c7b，\u81ea\u52a8\u751f\u6210\u4e00\u5c01\u4e13\u4e1a\u56de\u590d\u3002\u5ba2\u670d\u4eba\u5458\u53ea\u9700\u5ba1\u6838\u4fee\u6539\u540e\u53d1\u9001\u3002<\/p>\n

      \u6838\u5fc3\u4ee3\u7801<\/h4>\n

      client =<\/span> LLMClient(<\/span>provider=<\/span>"glm"<\/span>)<\/span><\/p>\n

      prompt =<\/span> f"""\u8bf7\u6839\u636e\u4ee5\u4e0b\u90ae\u4ef6\u5185\u5bb9，\u751f\u6210\u4e00\u5c01\u4e13\u4e1a\u7684\u56de\u590d\u90ae\u4ef6\u6b63\u6587\u3002<\/p>\n

      \u539f\u90ae\u4ef6：
      \n\u4e3b\u9898：<\/span>{<\/span>email[<\/span>'subject'<\/span>]<\/span>}<\/span><\/span>
      \n\u5185\u5bb9：<\/span>{<\/span>email[<\/span>'body'<\/span>]<\/span>}<\/span><\/span><\/p>\n

      \u90ae\u4ef6\u5206\u7c7b：<\/span>{<\/span>classification[<\/span>'category'<\/span>]<\/span>}<\/span><\/span>
      \n\u4f18\u5148\u7ea7：<\/span>{<\/span>classification[<\/span>'priority'<\/span>]<\/span>}<\/span><\/span><\/p>\n

      \u8981\u6c42：
      \n1. \u8bed\u6c14\u4e13\u4e1a\u53cb\u5584
      \n2. \u9488\u5bf9\u90ae\u4ef6\u5185\u5bb9\u9010\u4e00\u56de\u5e94
      \n3. \u5982\u679c\u662f\u6295\u8bc9，\u5148\u9053\u6b49\u518d\u7ed9\u89e3\u51b3\u65b9\u6848
      \n4. \u5982\u679c\u662f\u54a8\u8be2，\u7ed9\u51fa\u660e\u786e\u56de\u7b54
      \n5. 100-200\u5b57
      \n6. \u53ea\u8f93\u51fa\u90ae\u4ef6\u6b63\u6587，\u4e0d\u8981\u4e3b\u9898\u884c"""<\/span><\/span><\/p>\n

      reply =<\/span> client.<\/span>chat(<\/span>prompt,<\/span> temperature=<\/span>0.5<\/span>,<\/span> max_tokens=<\/span>300<\/span>)<\/span><\/p>\n

      \u4e3a\u4ec0\u4e48 temperature=0.5？ \u56de\u590d\u90ae\u4ef6\u9700\u8981\u4e00\u5b9a\u7684\u7075\u6d3b\u6027\u548c\u81ea\u7136\u611f，\u4f46\u4e0d\u80fd\u592a\u5929\u9a6c\u884c\u7a7a\u30020.5 \u662f"\u4e13\u4e1a\u4f46\u4e0d\u673a\u68b0"\u7684\u751c\u533a\u3002<\/p>\n

      \u4e3a\u4ec0\u4e48 max_tokens=300？ \u56de\u590d 100-200 \u5b57，\u52a0\u4e0a\u6807\u70b9\u548c\u6362\u884c，300 tokens \u8db3\u591f\u3002\u9650\u5236\u8f93\u51fa\u957f\u5ea6\u4e5f\u80fd\u7701 Token\u3002<\/p>\n

      \n

      \u4e94\u3001\u5b9e\u6218 3：\u90ae\u4ef6\u6458\u8981\u65e5\u62a5<\/h3>\n

      \u573a\u666f<\/h4>\n

      \u4e00\u5929\u6536\u4e86 8 \u5c01\u90ae\u4ef6，\u5168\u90e8\u5206\u7c7b\u5b8c\u6bd5\u540e，AI \u751f\u6210\u4e00\u4efd Markdown \u683c\u5f0f\u7684\u90ae\u4ef6\u65e5\u62a5，\u5305\u542b\u7edf\u8ba1\u3001\u91cd\u70b9\u3001\u5904\u7406\u5efa\u8bae\u3002<\/p>\n

      \u6838\u5fc3\u4ee3\u7801<\/h4>\n

      client =<\/span> LLMClient(<\/span>provider=<\/span>"glm"<\/span>)<\/span><\/p>\n

      # \u628a\u6240\u6709\u90ae\u4ef6\u7684\u5206\u7c7b\u7ed3\u679c\u62fc\u63a5<\/span>
      \nlines =<\/span> [<\/span>]<\/span>
      \nfor<\/span> item in<\/span> classified_emails:<\/span>
      \n c =<\/span> item[<\/span>"classification"<\/span>]<\/span>
      \n e =<\/span> item[<\/span>"email"<\/span>]<\/span>
      \n lines.<\/span>append(<\/span>f"- [<\/span>{<\/span>c[<\/span>'category'<\/span>]<\/span>}<\/span><\/span>] \u4f18\u5148\u7ea7：<\/span>{<\/span>c[<\/span>'priority'<\/span>]<\/span>}<\/span><\/span> | "<\/span><\/span>
      \n f"<\/span>{<\/span>e[<\/span>'subject'<\/span>]<\/span>}<\/span><\/span> | <\/span>{<\/span>c[<\/span>'summary'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

      email_list =<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>lines)<\/span><\/p>\n

      prompt =<\/span> f"""\u8bf7\u6839\u636e\u4ee5\u4e0b\u4eca\u65e5\u90ae\u4ef6\u5206\u7c7b\u6c47\u603b，\u751f\u6210\u4e00\u4efd\u90ae\u4ef6\u65e5\u62a5\u3002<\/p>\n

      \u4eca\u65e5\u90ae\u4ef6（\u5171<\/span>{<\/span>len<\/span>(<\/span>lines)<\/span>}<\/span><\/span>\u5c01）：
      \n<\/span>{<\/span>email_list}<\/span><\/span><\/p>\n

      \u8f93\u51fa\u683c\u5f0f：Markdown
      \n\u5305\u542b\u4ee5\u4e0b\u90e8\u5206：
      \n1. \u4eca\u65e5\u6982\u89c8（\u603b\u6570\u3001\u6309\u7c7b\u522b\u7edf\u8ba1）
      \n2. \u91cd\u70b9\u5173\u6ce8（\u9ad8\u4f18\u5148\u7ea7\u90ae\u4ef6）
      \n3. \u5efa\u8bae\u5904\u7406\u987a\u5e8f
      \n4. \u5f85\u8ddf\u8fdb\u4e8b\u9879"""<\/span><\/span><\/p>\n

      report =<\/span> client.<\/span>chat(<\/span>prompt,<\/span> temperature=<\/span>0.3<\/span>,<\/span> max_tokens=<\/span>800<\/span>)<\/span><\/p>\n

      \u65e5\u62a5\u8f93\u51fa\u793a\u4f8b：<\/p>\n

      # \u90ae\u4ef6\u65e5\u62a5 \u00b7 2026-07-20<\/p>\n

      ## \u4eca\u65e5\u6982\u89c8
      \n– \u603b\u8ba1：8\u5c01
      \n– \u54a8\u8be2：3\u5c01 | \u6295\u8bc9：2\u5c01 | \u5efa\u8bae：2\u5c01 | \u5408\u4f5c：1\u5c01
      \n– \u9ad8\u4f18\u5148\u7ea7：2\u5c01 | \u4e2d\u4f18\u5148\u7ea7：4\u5c01 | \u4f4e\u4f18\u5148\u7ea7：2\u5c01<\/p>\n

      ## \u91cd\u70b9\u5173\u6ce8
      \n1. \u3010\u6295\u8bc9-\u9ad8\u3011\u7cfb\u7edf\u767b\u5f55\u4e0d\u4e86 – \u7528\u6237\u6709\u5ba2\u6237\u6f14\u793a，\u9700\u7d27\u6025\u5904\u7406
      \n2. \u3010\u6295\u8bc9-\u9ad8\u3011\u5ba2\u670d\u56de\u590d\u592a\u6162 – \u5de5\u5355\u672a\u56de\u590d，\u5ba2\u6237\u8003\u8651\u66f4\u6362\u4f9b\u5e94\u5546<\/p>\n

      ## \u5efa\u8bae\u5904\u7406\u987a\u5e8f
      \n1. \u5148\u5904\u74062\u5c01\u9ad8\u4f18\u5148\u7ea7\u6295\u8bc9\u90ae\u4ef6
      \n2. \u56de\u590d3\u5c01\u54a8\u8be2\u90ae\u4ef6（\u6f5c\u5728\u5ba2\u6237）
      \n3. \u8bc4\u4f302\u5c01\u529f\u80fd\u5efa\u8bae
      \n4. \u8ddf\u8fdb1\u5c01\u5408\u4f5c\u9080\u8bf7<\/p>\n

      ## \u5f85\u8ddf\u8fdb
      \n– \u5de5\u5355 GD-20260716-008 \u9700\u6838\u67e5\u5904\u7406\u72b6\u6001
      \n– \u591a\u8bed\u8a00\u652f\u6301\u9700\u6c42\u9700\u4ea7\u54c1\u56e2\u961f\u8bc4\u4f30\u5de5\u671f
      \n– 50\u5750\u5e2d\u91c7\u8d2d\u9700\u9500\u552e\u8ddf\u8fdb\u62a5\u4ef7<\/p>\n

      \n

      \u5b8c\u6574\u4ee3\u7801\u8bf7\u8bc4\u8bba\u533a\u7559\u8a00\u9886\u53d6<\/p>\n

      \u9884\u671f\u8f93\u51fa（\u622a\u9009）<\/h4>\n

      ============================================================
      \n \u90ae\u4ef6 + AI \u667a\u80fd\u5206\u7c7b\u4e0e\u56de\u590d
      \n============================================================
      \n 📬 \u6536\u4ef6\u7bb1\u5171 8 \u5c01\u90ae\u4ef6<\/p>\n

      ============================================================
      \n \u5b9e\u62181：\u90ae\u4ef6\u81ea\u52a8\u5206\u7c7b
      \n============================================================
      \n 📧 [1] \u5173\u4e8e\u4ea7\u54c1\u529f\u80fd\u7684\u54a8\u8be2
      \n \u5206\u7c7b：\u54a8\u8be2 | \u4f18\u5148\u7ea7：\u4e2d
      \n \u6458\u8981：\u7528\u6237\u54a8\u8be2\u6279\u91cf\u5bfc\u5165Excel\u548c\u77e5\u8bc6\u5e93\u6587\u4ef6\u683c\u5f0f\u652f\u6301<\/p>\n

      📧 [2] \u7cfb\u7edf\u767b\u5f55\u4e0d\u4e86！！\u5f88\u6025
      \n \u5206\u7c7b：\u6295\u8bc9 | \u4f18\u5148\u7ea7：\u9ad8
      \n \u6458\u8981：\u7528\u6237\u7cfb\u7edf\u65e0\u6cd5\u767b\u5f55，\u5f71\u54cd\u5ba2\u6237\u6f14\u793a，\u8981\u6c42\u7d27\u6025\u5904\u7406<\/p>\n

      📧 [5] \u6295\u8bc9：\u5ba2\u670d\u56de\u590d\u592a\u6162
      \n \u5206\u7c7b：\u6295\u8bc9 | \u4f18\u5148\u7ea7：\u9ad8
      \n \u6458\u8981：\u7528\u6237\u5de5\u5355\u672a\u56de\u590d，\u8003\u8651\u66f4\u6362\u4f9b\u5e94\u5546<\/p>\n

      \u6ce8\u610f： AI \u751f\u6210\u7684\u56de\u590d\u8349\u7a3f\u9700\u8981\u4eba\u5de5\u5ba1\u6838\u540e\u624d\u80fd\u53d1\u9001\u3002AI \u53ef\u4ee5\u5e2e\u4f60\u5199 80% \u7684\u5185\u5bb9，\u4f46\u6700\u7ec8\u53d1\u51fa\u53bb\u4e4b\u524d\u4e00\u5b9a\u8981\u68c0\u67e5\u4e00\u904d\u3002<\/p>\n

      \n

      📊 \u672c\u7bc7\u6210\u672c\u900f\u660e\u680f<\/h3>\n\n\u9879\u76ee\u6570\u503c<\/tr>\n\n\n\n\n\n\n\n
      API \u8c03\u7528\u6b21\u6570<\/td>\n\u7ea6 11 \u6b21（8\u5206\u7c7b + 3\u56de\u590d + 1\u65e5\u62a5，\u51cf\u53bb\u91cd\u8bd5）<\/td>\n<\/tr>\n
      \u6d88\u8017 Token<\/td>\n\u7ea6 15,000 tokens<\/td>\n<\/tr>\n
      \u6210\u672c<\/td>\n\u00a50（GLM-4.7-Flash \u6c38\u4e45\u514d\u8d39）<\/td>\n<\/tr>\n
      \u514d\u8d39\u989d\u5ea6\u662f\u5426\u591f<\/td>\n\u2705 \u591f\u7528<\/td>\n<\/tr>\n
      \u5546\u7528\u4f30\u7b97<\/td>\n\u00a50（GLM）\/ \u7ea6\u00a50.03（DeepSeek）\/ \u7ea6\u00a50.05（Qwen）<\/td>\n<\/tr>\n
      \u5904\u740650\u5c01\u90ae\u4ef6\u9884\u4f30<\/td>\n\u7ea6 2 \u5206\u949f，\u6210\u672c \u00a50<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \n

      \u7ec3\u624b\u6539\u9020\u9898<\/h3>\n

      \u6539\u9020 1（\u57fa\u7840）： \u7ed9\u5206\u7c7b\u51fd\u6570\u52a0\u4e0a"\u60c5\u7eea\u5206\u6790"\u2014\u2014\u9664\u4e86\u5206\u7c7b\u548c\u4f18\u5148\u7ea7，\u989d\u5916\u8f93\u51fa sentiment（\u6b63\u9762\/\u4e2d\u6027\/\u8d1f\u9762），\u5e2e\u52a9\u5ba2\u670d\u5224\u65ad\u5ba2\u6237\u60c5\u7eea\u3002<\/p>\n

      \u63d0\u793a：\u5728 JSON \u8f93\u51fa\u683c\u5f0f\u4e2d\u52a0 "sentiment": "\u6b63\u9762\/\u4e2d\u6027\/\u8d1f\u9762" \u5b57\u6bb5\u3002<\/p>\n

      \u6539\u9020 2（\u8fdb\u9636）： \u5199\u4e00\u4e2a auto_reply_by_category(email, classification) \u51fd\u6570\u2014\u2014\u6839\u636e\u4e0d\u540c\u5206\u7c7b\u4f7f\u7528\u4e0d\u540c\u7684\u56de\u590d\u7b56\u7565：\u6295\u8bc9\u7c7b\u5148\u9053\u6b49\u7ed9\u65b9\u6848，\u54a8\u8be2\u7c7b\u76f4\u63a5\u56de\u7b54，\u5efa\u8bae\u7c7b\u8868\u793a\u611f\u8c22\u5e76\u8bf4\u660e\u4f1a\u8bc4\u4f30\u3002<\/p>\n

      \u63d0\u793a：\u53ef\u4ee5\u7528 if classification['category'] == '\u6295\u8bc9': \u5206\u652f，\u4e5f\u53ef\u4ee5\u5728 prompt \u4e2d\u8ba9 AI \u6839\u636e\u5206\u7c7b\u81ea\u52a8\u8c03\u6574\u56de\u590d\u7b56\u7565\u3002<\/p>\n

      \u6539\u9020 3（\u6311\u6218）： \u63a5\u5165\u771f\u5b9e\u90ae\u7bb1\u2014\u2014\u7528 imaplib \u8bfb\u53d6\u771f\u5b9e\u90ae\u4ef6，\u66ff\u6362 MOCK_EMAILS\u3002\u5904\u7406\u5b8c\u540e\u7528 smtplib \u53d1\u9001\u56de\u590d\u8349\u7a3f\u5230\u81ea\u5df1\u7684\u90ae\u7bb1（\u8349\u7a3f\u6a21\u5f0f，\u4e0d\u76f4\u63a5\u53d1\u7ed9\u5ba2\u6237）\u3002<\/p>\n

      \u63d0\u793a：imaplib.IMAP4_SSL \u8fde\u63a5\u6536\u4ef6\u7bb1，smtplib.SMTP_SSL \u53d1\u9001\u90ae\u4ef6\u3002\u6ce8\u610f\u5bc6\u7801\u7528 .env \u7ba1\u7406，\u4e0d\u8981\u786c\u7f16\u7801\u3002<\/p>\n

      \n

      \u4e0b\u671f\u9884\u544a<\/h3>\n

      Day 11 \u00b7 \u81ea\u7136\u8bed\u8a00\u67e5\u6570\u636e\u5e93（NL2SQL）<\/p>\n

      \u90ae\u4ef6\u5904\u7406\u641e\u5b9a\u4e86，\u63a5\u4e0b\u6765\u6362\u4e2a\u65b9\u5411\u2014\u2014\u6570\u636e\u3002\u7528 AI \u628a\u81ea\u7136\u8bed\u8a00\u8f6c\u6210 SQL，\u8f93\u5165"\u4e0a\u4e2a\u6708\u9500\u552e\u989d\u6700\u9ad8\u76845\u4e2a\u4ea7\u54c1"\u76f4\u63a5\u51fa\u67e5\u8be2\u7ed3\u679c\u3002\u4e0d\u7528\u5b66 SQL \u4e5f\u80fd\u67e5\u6570\u636e\u5e93\u3002<\/p>\n

      \n

      📚 \u8d44\u6e90\u4e0e\u5de5\u5177（\u6587\u672b\u5408\u89c4\u96c6\u4e2d）<\/h3>\n
        \n
      • Python imaplib \u6587\u6863： https:\/\/docs.python.org\/3\/library\/imaplib.html<\/li>\n
      • Python smtplib \u6587\u6863： https:\/\/docs.python.org\/3\/library\/smtplib.html<\/li>\n
      • Python email \u6a21\u5757\u6587\u6863： https:\/\/docs.python.org\/3\/library\/email.html<\/li>\n
      • \u667a\u8c31\u5f00\u653e\u5e73\u53f0（GLM，\u514d\u8d39 API Key）： https:\/\/open.bigmodel.cn\/<\/li>\n
      • GLM \u6a21\u578b\u6587\u6863： https:\/\/docs.bigmodel.cn\/<\/li>\n
      • \u672c\u4e13\u680f\u914d\u5957\u4ee3\u7801： CSDN \u4e0b\u8f7d\u533a（\u6bcf\u7bc7\u66f4\u65b0）<\/li>\n<\/ul>\n
        \n

        🍃 \u4f5c\u8005\u7684\u8bdd<\/h3>\n

        \u6885\u96c5\u8fbe\u7f16\u7a0b\u7b14\u8bb0，\u4e13\u6ce8 Python + AI \u529e\u516c\u81ea\u52a8\u5316\u5b9e\u6218\u6559\u7a0b\u3002<\/p>\n

        \u90ae\u4ef6 + AI \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f"\u66ff\u4ee3\u5ba2\u670d"，\u800c\u662f"\u7ed9\u5ba2\u670d\u88c5\u4e0a\u5916\u8111"\u2014\u2014AI \u5e2e\u4f60\u5206\u7c7b\u3001\u8d77\u8349\u3001\u6c47\u603b，\u4eba\u8d1f\u8d23\u5ba1\u6838\u548c\u62cd\u677f\u3002\u8fd9\u4e2a"AI \u505a 80%，\u4eba\u505a 20%"\u7684\u6a21\u5f0f，\u540e\u9762 Agent \u7ae0\u8282\u4f1a\u8d8a\u6765\u8d8a\u6df1\u5165\u3002<\/p>\n

        \n

        \u5f80\u671f\u56de\u987e<\/h3>\n

        Day 01 \u00b7 \u4e3a\u4ec0\u4e48 2026 \u5e74\u529e\u516c\u81ea\u52a8\u5316\u5f97\u201cAI \u5316\u201c\u4e86<\/p>\n

        Day 02 \u00b7 \u73af\u5883\u642d\u5efa：\u4e00\u5957\u88c5\u5907\u6253\u5929\u4e0b<\/p>\n

        Day 03 \u00b7 Prompt \u5de5\u7a0b 5 \u5927\u5fc3\u6cd5<\/p>\n

        Day 04 \u00b7 LLM API \u6a2a\u8bc4 \u5df2\u88abAI\u7f16\u7a0b\u793e\u533a\u6536\u5f55<\/p>\n

        Day 05 \u00b7 \u8ba9 AI \u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e：\u544a\u522b\u201c\u5076\u5c14\u7ed9\u4f60\u4e00\u6bb5\u6563\u6587\u201c<\/p>\n

        Day 06 \u00b7 Excel + AI：\u8ba9\u7535\u5b50\u8868\u683c\u53d8\u201c\u806a\u660e\u201c<\/p>\n

        Day 07 \u00b7 Word + AI：\u81ea\u52a8\u751f\u6210\u6587\u6863<\/p>\n

        Day 08 \u00b7 PDF \u667a\u80fd\u63d0\u53d6：\u8ba9 AI \u8bfb\u61c2\u5408\u540c\u3001\u53d1\u7968\u3001\u7b80\u5386<\/p>\n

        Day 09 \u00b7 PPT \u81ea\u52a8\u751f\u6210：\u6587\u5b57\u5927\u7eb2\u53d8\u6f14\u793a\u6587\u7a3f<\/p>\n

        \n

        \u4e13\u680f\u63a8\u8350<\/p>\n

          \n
        • \u300cAI Python \u7cfb\u5217\u300d\u7b2c 01 \u680f \u00b7 AI+\u529e\u516c\u81ea\u52a8\u5316（\u8fde\u8f7d\u4e2d）<\/li>\n
        • \u300cAI Python \u7cfb\u5217\u300d\u7b2c 02 \u680f \u00b7 AI+\u6570\u636e\u53ef\u89c6\u5316（\u8fde\u8f7d\u4e2d）<\/li>\n
        • \u300cAI Python \u7cfb\u5217\u300d\u7b2c 03 \u680f \u00b7 Python \u722c\u866b\u5b9e\u6218（\u8fde\u8f7d\u4e2d）<\/li>\n<\/ul>\n

          \u8d44\u6e90\u9886\u53d6<\/p>\n

            \n
          • \u5173\u6ce8\u4f5c\u8005\u83b7\u53d6\u672c\u680f\u5b8c\u6574\u4ee3\u7801\u548c\u6570\u636e\u96c6<\/li>\n<\/ul>\n

            \u539f\u521b\u58f0\u660e：\u672c\u6587\u4e3a\u6885\u96c5\u8fbe\u7f16\u7a0b\u7b14\u8bb0\u539f\u521b\u4f5c\u54c1，\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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