{"id":96824,"date":"2026-08-28T13:00:49","date_gmt":"2026-08-28T05:00:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96824.html"},"modified":"2026-08-28T13:00:49","modified_gmt":"2026-08-28T05:00:49","slug":"%e5%9f%ba%e4%ba%8e-langgraph-%e7%9a%84%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e7%ae%80%e5%8e%86%e4%bc%98%e5%8c%96%e7%b3%bb%e7%bb%9f%ef%bc%88%e4%b8%80%ef%bc%89%ef%bc%9a%e6%9e%b6%e6%9e%84%e6%80%bb%e8%a7%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96824.html","title":{"rendered":"\u57fa\u4e8e LangGraph \u7684\u591a\u667a\u80fd\u4f53\u7b80\u5386\u4f18\u5316\u7cfb\u7edf\uff08\u4e00\uff09\uff1a\u67b6\u6784\u603b\u89c8\u4e0e\u6280\u672f\u9009\u578b"},"content":{"rendered":"<h2>\u57fa\u4e8e LangGraph \u7684\u591a\u667a\u80fd\u4f53\u7b80\u5386\u4f18\u5316\u7cfb\u7edf&#xff08;\u4e00&#xff09;&#xff1a;\u67b6\u6784\u603b\u89c8\u4e0e\u6280\u672f\u9009\u578b<\/h2>\n<p>\u7cfb\u5217\u6587\u7ae0\u4e4b\u4e00\u3002\u672c\u6587\u4ecb\u7ecd\u9879\u76ee\u80cc\u666f\u3001\u6280\u672f\u9009\u578b\u51b3\u7b56\u3001\u6574\u4f53\u67b6\u6784\u8bbe\u8ba1\u548c 13 \u4e2a\u667a\u80fd\u4f53\u7684\u5168\u666f\u6982\u89c8\u3002<\/p>\n<h3>0. 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\u5168\u5199\u4e0a&#xff0c;\u4f46\u4e0d\u77e5\u9053\u4f60\u5728\u54ea\u4e2a\u73af\u8282\u7528\u4e86\u4ec0\u4e48<\/li>\n<\/ul>\n<p>\u6211\u505a\u4e86\u300c\u609f\u7b80 AI \u6c42\u804c\u52a9\u624b\u300d\u2014\u2014\u4e00\u4e2a\u57fa\u4e8e LangGraph \u591a\u667a\u80fd\u4f53\u67b6\u6784\u7684\u7b80\u5386\u4f18\u5316\u7cfb\u7edf\u3002<\/p>\n<p>\u5b83\u4e0d\u662f\u7b80\u5355\u5730\u7528 LLM \u6539\u5199\u4e00\u6bb5\u8bdd&#xff0c;\u800c\u662f\u901a\u8fc7 RAG \u4e8b\u5b9e\u7ea6\u675f\u5f15\u64ce \u786e\u4fdd&#034;\u53ea\u4f18\u5316\u3001\u4e0d\u7f16\u9020&#034;&#xff0c;\u540c\u65f6\u8986\u76d6\u7b80\u5386\u4f18\u5316\u3001\u6a21\u62df\u9762\u8bd5\u3001\u5c97\u4f4d\u5339\u914d\u3001JD \u89e3\u6790\u7b49 13 \u4e2a\u6c42\u804c\u573a\u666f\u3002<\/p>\n<p>\u9879\u76ee\u5df2\u4e0a\u7ebf&#xff0c;\u652f\u6301\u7528\u6237\u6ce8\u518c\u3001\u4f1a\u5458\u4ed8\u8d39\u3001\u7ba1\u7406\u540e\u53f0&#xff0c;\u5b8c\u6574\u5168\u6808\u53ef\u8fd0\u884c\u3002<\/p>\n<hr \/>\n<h3>1. \u4e3a\u4ec0\u4e48\u9009 LangGraph&#xff1f;<\/h3>\n<p>\u505a AI \u5e94\u7528&#xff0c;\u667a\u80fd\u4f53\u7f16\u6392\u6846\u67b6\u6709\u5f88\u591a\u9009\u62e9&#xff1a;<\/p>\n<table>\n<tr>\u6846\u67b6\u7279\u70b9\u4e3a\u4ec0\u4e48\u6ca1\u9009<\/tr>\n<tbody>\n<tr>\n<td>LangChain Agent<\/td>\n<td>\u81ea\u52a8\u89c4\u5212&#043;\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u4e0d\u53ef\u63a7&#xff0c;LLM \u7ecf\u5e38\u8dd1\u504f&#xff0c;\u4e0d\u9002\u5408\u751f\u4ea7\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>AutoGen<\/td>\n<td>\u591a Agent \u5bf9\u8bdd<\/td>\n<td>\u9002\u5408\u7814\u7a76\u573a\u666f&#xff0c;\u5de5\u7a0b\u5316\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>CrewAI<\/td>\n<td>\u89d2\u8272\u5206\u5de5\u660e\u786e<\/td>\n<td>\u7075\u6d3b\u5ea6\u4e0d\u591f&#xff0c;\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\u53d7\u9650<\/td>\n<\/tr>\n<tr>\n<td>LangGraph<\/td>\n<td>\u56fe\u7ed3\u6784\u5b9a\u4e49\u5de5\u4f5c\u6d41&#xff0c;\u72b6\u6001\u53ef\u63a7<\/td>\n<td>\u2705 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(marketing.html)<\/td>\n<td>\u4ea7\u54c1\u5c55\u793a\u3001\u529f\u80fd\u5361\u7247\u3001\u4ef7\u683c\u65b9\u6848\u3001\u767b\u5f55\u6ce8\u518c<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u7bb1<\/td>\n<td>\/index.html<\/td>\n<td>13 \u4e2a\u5de5\u5177\u7684 Tab \u5207\u6362&#xff0c;\u6587\u4ef6\u4e0a\u4f20\u3001\u7ed3\u679c\u5c55\u793a\u3001\u6d41\u5f0f\u8f93\u51fa<\/td>\n<\/tr>\n<tr>\n<td>\u7ba1\u7406\u540e\u53f0<\/td>\n<td>\/admin.html<\/td>\n<td>\u7528\u6237\u7ba1\u7406\u3001\u8ba2\u5355\u5ba1\u6838\u3001\u9080\u8bf7\u7801\u7ba1\u7406\u3001\u4ef7\u683c\u914d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2.3 \u6587\u6863\u5904\u7406<\/h4>\n<p>PyMuPDF \u89e3\u6790 PDF \u7b80\u5386\u2014\u2014\u63d0\u53d6\u6587\u672c\u3001\u8868\u683c\u3001\u6bb5\u843d\u7ed3\u6784\u3002<br \/>\npython-docx \u751f\u6210\u4f18\u5316\u540e\u7684 DOCX \u6587\u4ef6\u2014\u2014\u7528\u6a21\u677f\u5f15\u64ce\u586b\u5145\u5185\u5bb9&#xff0c;\u4fdd\u7559\u539f\u59cb\u6392\u7248\u3002<\/p>\n<h4>2.4 \u68c0\u7d22\u4e0e\u6301\u4e45\u5316<\/h4>\n<p>BM25 \u672c\u5730\u68c0\u7d22&#xff1a;\u4e0d\u9700\u8981\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u7528 TF-IDF \u53d8\u4f53 BM25 \u505a\u5173\u952e\u8bcd\u68c0\u7d22&#xff0c;\u8f7b\u91cf\u4e14\u591f\u7528\u3002\u77e5\u8bc6\u5e93\u91cc\u7684 STAR \u6848\u4f8b&#xff08;12 \u4e2a\u9ad8\u8d28\u91cf\u8303\u4f8b&#xff09;\u901a\u8fc7 BM25 \u68c0\u7d22\u6ce8\u5165\u5230 Prompt \u4e2d&#xff0c;\u8fd9\u5c31\u662f\u9879\u76ee\u7684 RAG \u90e8\u5206\u3002<\/p>\n<p>JSON \u6587\u4ef6\u6301\u4e45\u5316&#xff1a;\u7528\u6237\u6570\u636e\u3001\u8ba2\u5355\u3001\u9080\u8bf7\u7801\u3001\u9a8c\u8bc1\u7801\u5168\u90e8\u5b58 JSON \u6587\u4ef6\u3002\u4e0d\u9700\u8981 PostgreSQL \/ MySQL&#xff0c;\u5355\u6587\u4ef6\u5b58\u50a8&#xff0c;\u90e8\u7f72\u7b80\u5355\u3002\u5f53\u7136\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u8fc1\u79fb\u5230\u5173\u7cfb\u578b\u6570\u636e\u5e93&#xff0c;\u4f46\u4f5c\u4e3a\u4e2a\u4eba\u9879\u76ee&#043;\u5c0f\u6d41\u91cf&#xff0c;JSON \u5b8c\u5168\u591f\u7528\u3002<\/p>\n<hr \/>\n<h3>3. \u6574\u4f53\u67b6\u6784<\/h3>\n<h4>3.1 \u7cfb\u7edf\u67b6\u6784\u56fe<\/h4>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502                        \u524d\u7aef (Vue 3)                          \u2502<br \/>\n\u2502  marketing.html  index.html  admin.html                     \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n                       \u2502 HTTP \/ SSE<br \/>\n                       \u25bc<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502                    FastAPI \u540e\u7aef (main.py)                    \u2502<br \/>\n\u2502  CORS \u00b7 \u8ba4\u8bc1\u4e2d\u95f4\u4ef6 \u00b7 \u8def\u7531\u5206\u53d1 \u00b7 \u9759\u6001\u6587\u4ef6\u670d\u52a1                  \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n                       \u2502<br \/>\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n        \u25bc              \u25bc              \u25bc<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502  API \u8def\u7531\u5c42   \u2502 \u2502 \u667a\u80fd\u4f53\u5c42  \u2502 \u2502  \u57fa\u7840\u8bbe\u65bd\u5c42   \u2502<br \/>\n\u2502  20 \u4e2a\u6a21\u5757    \u2502 \u2502  13 \u4e2a    \u2502 \u2502  LLM\/\u68c0\u7d22\/   \u2502<br \/>\n\u2502  \/api\/v1\/*   \u2502 \u2502 Agent    \u2502 \u2502  \u5bfc\u51fa\/\u901a\u77e5    \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n       \u2502              \u2502              \u2502<br \/>\n       \u25bc              \u25bc              \u25bc<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502                    \u6570\u636e\u5c42 (JSON \u6587\u4ef6)                         \u2502<br \/>\n\u2502  users.json \u00b7 orders.json \u00b7 invite_codes.json \u00b7 &#8230;         \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<h4>3.2 \u9879\u76ee\u76ee\u5f55\u7ed3\u6784<\/h4>\n<p>resume-star-optimizer\/<br \/>\n\u251c\u2500\u2500 backend\/<br \/>\n\u2502   \u251c\u2500\u2500 main.py                  # FastAPI \u5165\u53e3<br \/>\n\u2502   \u251c\u2500\u2500 config.py                # \u914d\u7f6e\u4e2d\u5fc3 (pydantic-settings)<br \/>\n\u2502   \u251c\u2500\u2500 agents\/                  # 13 \u4e2a LangGraph \u667a\u80fd\u4f53<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 resume_optimizer\/    # \u7b80\u5386\u4f18\u5316&#xff08;\u6838\u5fc3&#xff0c;8\u8282\u70b9&#xff09;<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 resume_builder\/      # \u7b80\u5386\u751f\u6210&#xff08;3\u8282\u70b9&#xff09;<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 job_match\/           # \u5c97\u4f4d\u5339\u914d<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 mock_interview\/      # \u6a21\u62df\u9762\u8bd5<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 cover_letter\/        # \u6c42\u804c\u4fe1\u751f\u6210<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 jd_parser\/           # JD \u89e3\u6790<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 offer_compare\/       # Offer \u5bf9\u6bd4<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 resume_version\/      # \u7248\u672c\u7ba1\u7406<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 application_helper\/  # \u7f51\u7533\u52a9\u624b<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 written_test\/        # \u7b14\u8bd5\u8f85\u52a9<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 application_tracker\/ # \u6295\u9012\u770b\u677f<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 kb_quiz\/            # \u77e5\u8bc6\u5e93\u51fa\u9898<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 interview_review\/    # \u9762\u8bd5\u590d\u76d8<br \/>\n\u2502   \u251c\u2500\u2500 api\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 router.py            # \u8def\u7531\u805a\u5408<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 v1\/                  # 20 \u4e2a API \u6a21\u5757<br \/>\n\u2502   \u251c\u2500\u2500 core\/                    # \u57fa\u7840\u8bbe\u65bd&#xff08;~22 \u4e2a\u6a21\u5757&#xff09;<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 llm_factory.py       # LLM \u5de5\u5382<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 fact_constraint.py   # \u4e8b\u5b9e\u7ea6\u675f\u5f15\u64ce&#xff08;\u6838\u5fc3\u521b\u65b0&#xff09;<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 retriever.py         # BM25 \u68c0\u7d22<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 docx_export.py       # DOCX \u5bfc\u51fa<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 docx_template_engine.py  # DOCX \u6a21\u677f\u5f15\u64ce<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 notify.py            # \u90ae\u4ef6\/\u77ed\u4fe1\u901a\u77e5<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 auth_store.py        # \u7528\u6237\u8ba4\u8bc1\u5b58\u50a8<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 &#8230;<br \/>\n\u2502   \u251c\u2500\u2500 data\/                    # \u9759\u6001\u6570\u636e\u8d44\u4ea7<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 kb\/star_cases.json   # 12 \u4e2a STAR \u6848\u4f8b<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 templates\/star_templates.json<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 templates\/action_verbs.json<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 &#8230;<br \/>\n\u2502   \u2514\u2500\u2500 outputs\/                 # \u8fd0\u884c\u65f6\u6570\u636e<br \/>\n\u2502       \u2514\u2500\u2500 account\/             # JSON \u6570\u636e\u5e93<br \/>\n\u251c\u2500\u2500 frontend\/                    # Vue 3 \u524d\u7aef<br \/>\n\u2502   \u251c\u2500\u2500 marketing.html           # \u9996\u9875<br \/>\n\u2502   \u251c\u2500\u2500 index.html               # \u5de5\u5177\u7bb1<br \/>\n\u2502   \u251c\u2500\u2500 admin.html               # \u7ba1\u7406\u540e\u53f0<br \/>\n\u2502   \u2514\u2500\u2500 vendor\/vue.global.prod.js<br \/>\n\u2514\u2500\u2500 requirements.txt<\/p>\n<h4>3.3 \u667a\u80fd\u4f53\u7edf\u4e00\u7ed3\u6784<\/h4>\n<p>\u6bcf\u4e2a\u667a\u80fd\u4f53\u9075\u5faa\u4e00\u81f4\u7684\u6587\u4ef6\u7ed3\u6784&#xff1a;<\/p>\n<table>\n<tr>\u6587\u4ef6\u804c\u8d23<\/tr>\n<tbody>\n<tr>\n<td>state.py<\/td>\n<td>Pydantic \u5b9a\u4e49\u8f93\u5165\/\u8f93\u51fa\u72b6\u6001&#xff08;TypedDict \u6216 BaseModel&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>prompts.py<\/td>\n<td>System Prompt &#043; \u4efb\u52a1 Prompt&#xff08;\u6240\u6709\u63d0\u793a\u8bcd\u96c6\u4e2d\u7ba1\u7406&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>nodes.py<\/td>\n<td>\u8282\u70b9\u903b\u8f91&#xff08;LLM \u8c03\u7528 &#043; \u89c4\u5219\u5f15\u64ce\u53cc\u8def\u5f84&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>rules.py<\/td>\n<td>\u89c4\u5219\u5f15\u64ce\u515c\u5e95&#xff08;LLM \u4e0d\u53ef\u7528\u65f6\u7684 fallback&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>graph.py<\/td>\n<td>StateGraph \u6784\u5efa&#xff08;\u5b9a\u4e49\u8282\u70b9\u3001\u8fb9\u3001\u6761\u4ef6\u5206\u652f&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u79cd\u7ed3\u6784\u7684\u597d\u5904&#xff1a;<\/p>\n<li>\u53ef\u7ef4\u62a4&#xff1a;\u6bcf\u4e2a\u667a\u80fd\u4f53\u72ec\u7acb&#xff0c;\u6539\u4e00\u4e2a\u4e0d\u5f71\u54cd\u5176\u4ed6<\/li>\n<li>\u53ef\u6d4b\u8bd5&#xff1a;\u6bcf\u4e2a\u8282\u70b9\u53ef\u4ee5\u5355\u72ec\u6d4b\u8bd5<\/li>\n<li>\u53ef\u6269\u5c55&#xff1a;\u65b0\u589e\u667a\u80fd\u4f53\u53ea\u9700\u590d\u5236\u6a21\u677f&#xff0c;\u6539\u5185\u5bb9<\/li>\n<hr \/>\n<h3>4. 13 \u4e2a\u667a\u80fd\u4f53\u5168\u666f<\/h3>\n<table>\n<tr>#\u667a\u80fd\u4f53\u8282\u70b9\u6570\u6838\u5fc3\u80fd\u529b\u4f7f\u7528\u9891\u7387<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u7b80\u5386\u4f18\u5316<\/td>\n<td>8<\/td>\n<td>\u516d\u7ef4\u8bc4\u5206 &#043; STAR \u91cd\u5199 &#043; \u4e8b\u5b9e\u6821\u9a8c<\/td>\n<td>\u2b50\u2b50\u2b50\u2b50\u2b50 \u6838\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u7b80\u5386\u751f\u6210<\/td>\n<td>3<\/td>\n<td>\u7ed3\u6784\u5316\u8f93\u5165 \u2192 \u56db\u6bb5\u5f0f\u9879\u76ee\u7ecf\u5386 \u2192 \u5b8c\u6574\u7b80\u5386<\/td>\n<td>\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u5c97\u4f4d\u5339\u914d<\/td>\n<td>3&#043;<\/td>\n<td>JD \u56db\u7c7b\u62c6\u89e3 &#043; \u5339\u914d\u5ea6\u8ba1\u7b97 &#043; \u5b9a\u5236\u5316\u5efa\u8bae<\/td>\n<td>\u2b50\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u6a21\u62df\u9762\u8bd5<\/td>\n<td>3&#043;<\/td>\n<td>\u591a\u8f6e\u9762\u8bd5 &#043; \u6280\u672f\/\u7b80\u5386\u6df1\u6316\/HR \u591a\u6a21\u5f0f &#043; \u8bc4\u5206<\/td>\n<td>\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u6c42\u804c\u4fe1\u751f\u6210<\/td>\n<td>&#8211;<\/td>\n<td>\u57fa\u4e8e JD &#043; \u7b80\u5386\u751f\u6210\u4e2a\u6027\u5316\u6c42\u804c\u4fe1<\/td>\n<td>\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>JD \u89e3\u6790<\/td>\n<td>&#8211;<\/td>\n<td>\u786c\u6027\u8981\u6c42 \/ \u6280\u80fd\u5173\u952e\u8bcd \/ \u4e1a\u52a1\u671f\u671b \/ \u9690\u5f62\u8981\u6c42<\/td>\n<td>\u2b50\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>Offer \u5bf9\u6bd4<\/td>\n<td>&#8211;<\/td>\n<td>\u4e94\u7ef4\u8bc4\u5206\u8bc6\u7834&#034;\u9ad8\u85aa\u52a0\u73ed\u9677\u9631&#034;<\/td>\n<td>\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>\u7248\u672c\u7ba1\u7406<\/td>\n<td>&#8211;<\/td>\n<td>\u7b80\u5386\u591a\u7248\u672c\u5bf9\u6bd4&#xff0c;\u5173\u8054\u6295\u9012\u770b\u677f\u8ffd\u8e2a\u53cd\u9988<\/td>\n<td>\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>9<\/td>\n<td>\u7b14\u8bd5\u8f85\u52a9<\/td>\n<td>&#8211;<\/td>\n<td>\u9ad8\u9891\u8003\u70b9\u6574\u7406 &#043; \u4e1a\u52a1\u95ee\u7b54\u9898\u5e93<\/td>\n<td>\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>10<\/td>\n<td>\u6295\u9012\u770b\u677f<\/td>\n<td>&#8211;<\/td>\n<td>\u6295\u9012\u8ffd\u8e2a &#043; \u5c97\u4f4d\u901a\u8fc7\u7387 &#043; AI \u6d1e\u5bdf<\/td>\n<td>\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>11<\/td>\n<td>\u77e5\u8bc6\u5e93<\/td>\n<td>&#8211;<\/td>\n<td>\u4e0a\u4f20\u9762\u8bd5\u8d44\u6599 \u2192 \u68c0\u7d22 \u2192 \u6ce8\u5165\u9762\u8bd5\/\u7b14\u8bd5\u51fa\u9898<\/td>\n<td>\u2b50\u2b50<\/td>\n<\/tr>\n<tr>\n<td>12<\/td>\n<td>\u9762\u8bd5\u590d\u76d8<\/td>\n<td>&#8211;<\/td>\n<td>\u9762\u8bd5\u540e AI \u5206\u6790 &#043; \u6539\u8fdb\u5efa\u8bae<\/td>\n<td>\u2b50<\/td>\n<\/tr>\n<tr>\n<td>13<\/td>\n<td>\u7f51\u7533\u52a9\u624b<\/td>\n<td>&#8211;<\/td>\n<td>\u7f51\u7533\u4fe1\u606f\u667a\u80fd\u586b\u5199\u8f85\u52a9<\/td>\n<td>\u2b50<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u4e2d\u7b80\u5386\u4f18\u5316\u662f\u6838\u5fc3\u4e2d\u7684\u6838\u5fc3&#xff0c;\u5360\u4e86\u6574\u4e2a\u7cfb\u7edf 60% \u7684\u4ee3\u7801\u91cf\u548c Prompt \u5de5\u7a0b\u91cf\u3002\u540e\u7eed\u7cfb\u5217\u6587\u7ae0\u4f1a\u91cd\u70b9\u62c6\u89e3\u8fd9\u4e2a\u667a\u80fd\u4f53\u7684\u5b9e\u73b0\u7ec6\u8282\u3002<\/p>\n<hr \/>\n<h3>5. \u6570\u636e\u6d41\u603b\u89c8<\/h3>\n<p>\u4e0d\u7ba1\u54ea\u4e2a\u667a\u80fd\u4f53&#xff0c;\u6570\u636e\u6d41\u90fd\u9075\u5faa\u4e00\u4e2a\u6a21\u5f0f&#xff1a;<\/p>\n<p>\u7528\u6237\u8bf7\u6c42 (HTTP)<br \/>\n  \u2192 API \u8def\u7531\u5c42 (\u53c2\u6570\u6821\u9a8c)<br \/>\n  \u2192 \u667a\u80fd\u4f53\u5c42 (LangGraph \u6d41\u6c34\u7ebf)<br \/>\n    \u2192 LLM \u8c03\u7528 (DeepSeek)<br \/>\n    \u2192 \u89c4\u5219\u5f15\u64ce (\u53ef\u9009 fallback)<br \/>\n    \u2192 \u540e\u5904\u7406 (\u4e8b\u5b9e\u6821\u9a8c \/ \u683c\u5f0f\u5316)<br \/>\n  \u2192 \u8fd4\u56de\u7ed3\u679c (JSON \/ SSE \u6d41\u5f0f \/ \u6587\u4ef6\u4e0b\u8f7d)<\/p>\n<p>\u4ee5\u7b80\u5386\u4f18\u5316\u4e3a\u4f8b\u7684\u5b8c\u6574\u6570\u636e\u6d41&#xff1a;<\/p>\n<p>\u7528\u6237\u4e0a\u4f20 PDF \u7b80\u5386<br \/>\n  \u2192 PyMuPDF \u89e3\u6790\u6587\u672c<br \/>\n  \u2192 \u63d0\u53d6\u539f\u59cb\u4e8b\u5b9e&#xff08;\u6570\u5b57\/\u6280\u672f\u8bcd\/\u5173\u952e\u8bcd&#xff09;<br \/>\n  \u2192 LangGraph 8 \u8282\u70b9\u6d41\u6c34\u7ebf<br \/>\n    \u251c\u2500 parse_input: \u89e3\u6790\u8f93\u5165\u683c\u5f0f<br \/>\n    \u251c\u2500 extract_structured: Markdown &#043; JSON \u7ed3\u6784\u5316\u63d0\u53d6<br \/>\n    \u251c\u2500 star_diagnose: \u516d\u7ef4\u8bc4\u5206 &#043; \u5b8f\u89c2\u5206\u6790<br \/>\n    \u251c\u2500 diagnose_issues: \u9010\u6761\u8bca\u65ad\u98ce\u9669<br \/>\n    \u251c\u2500 star_optimize: STAR \u91cd\u5199&#xff08;\u7ed3\u5408 RAG \u7ea6\u675f&#xff09;<br \/>\n    \u251c\u2500 verify_facts: \u4e8b\u5b9e\u6821\u9a8c&#xff08;\u8fc7\u6ee4\u7f16\u9020\u5185\u5bb9&#xff09;<br \/>\n    \u251c\u2500 generate_summary: \u751f\u6210\u4f18\u5316\u603b\u7ed3<br \/>\n    \u2514\u2500 assemble_output: \u7ec4\u88c5\u6700\u7ec8\u7b80\u5386<br \/>\n  \u2192 python-docx \u751f\u6210 DOCX \u6587\u4ef6<br \/>\n  \u2192 SSE \u6d41\u5f0f\u8fd4\u56de\u7ed9\u7528\u6237<\/p>\n<hr \/>\n<h3>6. 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