{"id":92311,"date":"2026-08-10T06:16:49","date_gmt":"2026-08-09T22:16:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/92311.html"},"modified":"2026-08-10T06:16:49","modified_gmt":"2026-08-09T22:16:49","slug":"ai-agent%e5%9b%9b%e5%b1%82%e8%ae%b0%e5%bf%86%e6%9e%b6%e6%9e%84%e5%ae%9e%e8%b7%b5%ef%bc%8c%e6%b2%bb%e7%96%97%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%87%91%e9%b1%bc%e8%84%91","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/92311.html","title":{"rendered":"AI agent\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784\u5b9e\u8df5\uff0c\u6cbb\u7597\u5927\u6a21\u578b\u201c\u91d1\u9c7c\u8111\u201c"},"content":{"rendered":"

AI agent\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784\u5b9e\u8df5，\u6cbb\u7597\u5927\u6a21\u578b"\u91d1\u9c7c\u8111"<\/h2>\n

\u6e90\u7801\u5df2\u8dd1\u901a，\u672c\u6587\u4e0d\u8bb2\u865a\u7684\u6982\u5ff5，\u53ea\u8bb2\u6211\u4eec\u5728\u534a\u5bfc\u4f53 Fab（\u6676\u5706\u5382）\u573a\u666f\u843d\u5730 Agent \u8bb0\u5fc6\u65f6，\u600e\u4e48\u907f\u514d\u628a Prompt \u6491\u7206\u3002 github：https:\/\/github.com\/BumbleBee-ZDS\/fab_memory_agent<\/p>\n

\n

\u4e00\u3001\u80cc\u666f：Fab \u5de5\u7a0b\u5e08\u4e0d\u9700\u8981"\u804a\u5929"，\u9700\u8981"\u67e5\u6863"<\/h3>\n

\u5728\u534a\u5bfc\u4f53\u5de5\u5382，\u5de5\u827a\u5de5\u7a0b\u5e08（PE）\u6700\u5e38\u95ee\u7684\u95ee\u9898\u662f\u8fd9\u7c7b：<\/p>\n

\u201cEQP-01 \u53c8\u62a5\u8b66\u4e86，\u4e0a\u6b21\u662f\u600e\u4e48\u5904\u7406\u7684？\u201d \u201c\u8fd9\u6279 Lot \u7684\u523b\u8680\u53c2\u6570，\u8ddf\u6807\u51c6\u503c\u5dee\u591a\u5c11？\u201d<\/p>\n

\u4f20\u7edf\u7684\u505a\u6cd5\u662f：\u7ffb EES \u7cfb\u7edf\u3001\u67e5\u7ef4\u4fee\u5de5\u5355\u3001\u7ffb PDF \u6807\u51c6\u914d\u65b9\u3002<\/p>\n

\u6211\u4e5f\u8bd5\u8fc7\u76f4\u63a5\u4e0a RAG：\u628a\u51e0\u767e\u4efd SOP\u3001\u51e0\u4e07\u6761\u5de5\u5355\u6254\u8fdb\u5411\u91cf\u5e93，\u6bcf\u6b21\u5168\u91cf\u53ec\u56de\u585e\u7ed9\u5927\u6a21\u578b\u3002\u7ed3\u679c\u6709\u4e24\u4e2a\u95ee\u9898：<\/p>\n

  • \u53c2\u6570\u51b2\u7a81：SOP \u5199\u7684\u662f\u6807\u51c6\u503c，\u5de5\u5355\u91cc\u662f\u5f02\u5e38\u503c，\u6a21\u578b\u7ecf\u5e38\u4e00\u672c\u6b63\u7ecf\u5730\u6df7\u7740\u7f16\u3002<\/li>\n
  • \u4e0a\u4e0b\u6587\u6d6a\u8d39：\u7528\u6237\u660e\u660e\u53ea\u95ee EQP-01，\u6211\u5374\u628a CVD \u673a\u53f0\u7684\u6587\u6863\u4e5f\u53ec\u56de\u4e86\u4e00\u5806，128K \u4e0a\u4e0b\u6587\u7167\u6837\u4e0d\u591f\u7528\u3002<\/li>\n

    \u75db\u5b9a\u601d\u75db，\u6211\u91cd\u6784\u4e86\u4e00\u5957\u5206\u5c42\u8bb0\u5fc6\u7cfb\u7edf，\u505a\u4e86\u4e00\u4e2a\u6700\u5c0f\u53ef\u8fd0\u884c Demo（Streamlit + DeepSeek）\u3002\u6838\u5fc3\u601d\u60f3\u53ea\u6709\u4e00\u53e5：<\/p>\n

    Context Window \u662f\u5bc4\u5b58\u5668，\u4e0d\u662f\u786c\u76d8\u3002<\/p>\n

    \n

    \u4e8c\u3001\u67b6\u6784\u603b\u89c8：\u56db\u5c42\u8bb0\u5fc6，\u5404\u53f8\u5176\u804c<\/h3>\n

    \u6211\u628a\u8bb0\u5fc6\u62c6\u6210\u56db\u5c42，\u6bcf\u4e00\u5c42\u90fd\u6709\u660e\u786e\u7684"\u5b58\u4ec0\u4e48\u3001\u6d3b\u591a\u4e45\u3001\u600e\u4e48\u53d6"\u3002<\/p>\n\n\u5c42\u7ea7\u6280\u672f\u5b9e\u73b0Fab \u573a\u666f\u91cc\u5b58\u4ec0\u4e48\u751f\u547d\u5468\u671f<\/tr>\n\n\n\n\n\n
    \u611f\u77e5\u5c42<\/td>\nStreamlit Input<\/td>\n\u5de5\u7a0b\u5e08\u7684\u539f\u59cb\u81ea\u7136\u8bed\u8a00<\/td>\n\u6beb\u79d2<\/td>\n<\/tr>\n
    \u5de5\u4f5c\u8bb0\u5fc6<\/td>\nst.session_state<\/td>\n\u6700\u8fd1 5 \u8f6e\u5bf9\u8bdd（CoT \u4e2d\u95f4\u7ed3\u679c）<\/td>\n\u5355\u6b21\u4f1a\u8bdd<\/td>\n<\/tr>\n
    \u77ed\u671f\u8bb0\u5fc6<\/td>\nDict + TTL（\u6a21\u62df Redis）<\/td>\n\u5f53\u524d\u6b63\u5728\u67e5\u7684 EQP-ID\u3001Lot-ID<\/td>\n30 \u5206\u949f<\/td>\n<\/tr>\n
    \u957f\u671f\u8bb0\u5fc6<\/td>\nKV \u70ed\u5e93 + ChromaDB \u51b7\u5e93<\/td>\n\u673a\u53f0\u6807\u51c6\u53c2\u6570 \/ \u5386\u53f2\u7ef4\u4fee\u5de5\u5355<\/td>\n\u6c38\u4e45<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5173\u952e\u533a\u522b：<\/p>\n

      \n
    • \u673a\u53f0\u7684\u6807\u51c6\u6c14\u538b（500mTorr）\u662f\u7cbe\u786e\u4e8b\u5b9e，\u653e KV，\u76f4\u63a5\u8bfb，\u7edd\u4e0d\u5411\u91cf\u5316\u3002<\/li>\n
    • \u7ef4\u4fee\u5de5\u5355\u7684\u63cf\u8ff0（\u201cvalve \u5835\u585e\u3001\u5de5\u7a0b\u5e08 A \u66f4\u6362\u201d）\u662f\u975e\u7ed3\u6784\u5316\u7ecf\u9a8c，\u653e\u5411\u91cf\u5e93，\u8bed\u4e49\u641c\u3002<\/li>\n<\/ul>\n
      \n

      \u4e09\u3001\u5927\u8111：Memory Manager \u8c03\u5ea6\u903b\u8f91<\/h3>\n

      \u5f88\u591a Demo \u91cc，\u8bb0\u5fc6\u662f\u4e2a\u88ab\u52a8\u6570\u636e\u5e93\u3002\u6211\u7684\u8bbe\u8ba1\u91cc，MemoryManager \u662f\u4e3b\u52a8\u8c03\u5ea6\u5668，\u5b83\u5e72\u4e86\u4e09\u4ef6\u6700\u6838\u5fc3\u7684\u4e8b\u3002<\/p>\n

      1. \u8def\u7531：\u7528\u89c4\u5219，\u4e0d\u7528\u5927\u6a21\u578b<\/h4>\n

      \u5728 Fab \u573a\u666f，\u7528\u6237\u8bf4\u8bdd\u5f88\u76f4\u63a5，\u6ca1\u5fc5\u8981\u4e0a BERT \u751a\u81f3 GPT-4o \u505a\u610f\u56fe\u8bc6\u522b\u3002<\/p>\n

      # router.py（\u7b80\u5316\u7248）<\/span>
      \ndef<\/span> route<\/span>(<\/span>self,<\/span> query:<\/span> str<\/span>)<\/span>:<\/span>
      \n if<\/span> "\u4e0a\u6b21"<\/span> in<\/span> query or<\/span> "\u5386\u53f2"<\/span> in<\/span> query or<\/span> "\u62a5\u8b66"<\/span> in<\/span> query:<\/span>
      \n return<\/span> {<\/span>"action"<\/span>:<\/span> "retrieve"<\/span>}<\/span>
      \n if<\/span> query.<\/span>startswith(<\/span>"\/"<\/span>)<\/span>:<\/span>
      \n return<\/span> {<\/span>"action"<\/span>:<\/span> "system_cmd"<\/span>}<\/span>
      \n return<\/span> {<\/span>"action"<\/span>:<\/span> "direct_chat"<\/span>}<\/span><\/p>\n

      \u4e3a\u4ec0\u4e48\u8fd9\u4e48\u7c97\u66b4？ \u56e0\u4e3a\u5de5\u7a0b\u5e08\u4e0d\u4f1a\u8ddf\u673a\u53f0\u8c08\u54f2\u5b66\u3002\u770b\u5230"\u4e0a\u6b21"\u201c\u62a5\u8b66\u201d，100% \u662f\u8981\u67e5\u5386\u53f2\u3002\u89c4\u5219\u5ef6\u8fdf 0ms，\u6bd4\u8c03 API \u7701\u4e0b\u7684\u94b1\u591f\u4e70\u4e24\u676f\u5496\u5561\u3002<\/p>\n

      2. \u77ed\u671f\u8bb0\u5fc6\u81ea\u52a8\u8ffd\u8e2a<\/h4>\n

      \u7528\u6237\u8f93\u5165 EQP-01 \u53c8\u62a5\u8b66\u4e86，\u7cfb\u7edf\u81ea\u52a8\u63d0\u53d6\u673a\u53f0\u53f7：<\/p>\n

      # short_term.py<\/span>
      \ndef<\/span> update_state<\/span>(<\/span>self,<\/span> query)<\/span>:<\/span>
      \n import<\/span> re
      \n match<\/span> =<\/span> re.<\/span>search(<\/span>r'(EQP-\\\\d+|CVD-\\\\d+)'<\/span>,<\/span> query)<\/span>
      \n if<\/span> match<\/span>:<\/span>
      \n self.<\/span>store[<\/span>'current_eqp'<\/span>]<\/span> =<\/span> match<\/span>.<\/span>group(<\/span>1<\/span>)<\/span><\/p>\n

      \u8fd9\u6837，\u540e\u7eed\u4e0d\u7ba1\u7528\u6237\u8bf4"\u628a\u53c2\u6570\u8c03\u56de\u53bb"\u8fd8\u662f"\u770b\u770b\u538b\u529b"，\u7cfb\u7edf\u90fd\u77e5\u9053\u6307\u7684\u662f\u54ea\u53f0\u673a\u53f0\u2014\u2014\u8fd9\u5c31\u662f\u77ed\u671f\u8bb0\u5fc6\u7ef4\u6301"\u5f53\u524d\u8bed\u5883"\u7684\u80fd\u529b\u3002<\/p>\n

      3. \u51b7\u70ed\u53cc\u8def\u53ec\u56de<\/h4>\n

      \u957f\u671f\u8bb0\u5fc6\u6a21\u5757\u540c\u65f6\u67e5\u4e24\u4e2a\u5730\u65b9：<\/p>\n

      # long_term.py<\/span>
      \ndef<\/span> search<\/span>(<\/span>self,<\/span> eqp_id,<\/span> query)<\/span>:<\/span>
      \n hot =<\/span> self.<\/span>kv.<\/span>get(<\/span>eqp_id)<\/span> # \u6beb\u79d2\u7ea7，\u6807\u51c6\u53c2\u6570<\/span>
      \n cold =<\/span> self.<\/span>vector.<\/span>query(<\/span>query)<\/span> # \u8bed\u4e49，\u5386\u53f2\u5de5\u5355<\/span>
      \n return<\/span> f"<\/span>{<\/span>hot}<\/span><\/span>\\\\n<\/span>{<\/span>cold}<\/span><\/span>"<\/span><\/span><\/p>\n

      \u70ed\u6570\u636e\u5728\u524d，\u51b7\u6570\u636e\u5728\u540e\u3002Prompt \u91cc\u6c38\u8fdc\u662f"\u7cbe\u786e\u4e8b\u5b9e + \u76f8\u5173\u7ecf\u9a8c"，\u6a21\u578b\u4e0d\u518d\u4e71\u731c\u3002<\/p>\n

      \n

      \u56db\u3001\u5de5\u4f5c\u8bb0\u5fc6：\u4e3a\u4ec0\u4e48\u53ea\u7559 5 \u8f6e？<\/h3>\n

      \u6211\u5728 main.py \u91cc\u786c\u6027\u9650\u5236\u5de5\u4f5c\u8bb0\u5fc6\u957f\u5ea6：<\/p>\n

      MAX_HISTORY =<\/span> 5<\/span>
      \nworking_memory.<\/span>append(<\/span>msg)<\/span>
      \nif<\/span> len<\/span>(<\/span>working_memory)<\/span> ><\/span> MAX_HISTORY:<\/span>
      \n working_memory.<\/span>pop(<\/span>0<\/span>)<\/span><\/p>\n

      \u539f\u56e0\u5f88\u73b0\u5b9e： \u5de5\u7a0b\u5e08\u67e5\u95ee\u9898\u65f6，\u5bf9\u8bdd\u901a\u5e38\u662f"\u53d1\u6563-\u6536\u655b"\u7684\u3002\u524d\u4e24\u8f6e\u53ef\u80fd\u662f\u95f2\u626f，\u7b2c\u4e09\u8f6e\u9501\u5b9a\u673a\u53f0，\u540e\u9762\u624d\u662f\u8c03\u53c2\u3002\u8d85\u8fc7 5 \u8f6e\u524d\u7684\u4e0a\u4e0b\u6587，90% \u662f\u566a\u97f3\u3002\u780d\u6389\u5b83\u4eec，\u4e0d\u4ec5\u7701 Token，\u8fd8\u80fd\u5f3a\u8feb\u6a21\u578b\u4f9d\u8d56\u5916\u90e8\u8bb0\u5fc6，\u800c\u4e0d\u662f\u9760\u81ea\u5df1"\u786c\u80cc"\u4e0a\u6587\u3002<\/p>\n

      \n

      \u4e94\u3001\u964d\u7ea7\u8bbe\u8ba1：LLM \u4e0d\u662f\u552f\u4e00\u4f9d\u8d56<\/h3>\n

      \u5de5\u4e1a\u73b0\u573a\u6700\u6015\u65ad\u7f51\u6216 API \u6302\u3002\u6211\u5728 utils\/mock_llm.py \u91cc\u505a\u4e86\u4e00\u5c42\u515c\u5e95：<\/p>\n

        \n
      • \u4f18\u5148：\u8c03\u7528 DeepSeek API，\u628a\u68c0\u7d22\u7ed3\u679c\u7ec4\u7ec7\u6210\u81ea\u7136\u8bed\u8a00\u3002<\/li>\n
      • \u964d\u7ea7：\u5982\u679c API Key \u6ca1\u914d\u6216\u8d85\u65f6，\u76f4\u63a5\u62fc\u63a5\u68c0\u7d22\u7ed3\u679c\u8fd4\u56de\u3002<\/li>\n<\/ul>\n

        [\u6765\u6e90: \u957f\u671f\u8bb0\u5fc6]
        \n\u673a\u53f0 EQP-01 \u6807\u51c6\u6c14\u538b 500mTorr\u3002
        \n\u5386\u53f2\u5de5\u5355：Lot1234 \u6c14\u538b\u5f02\u5e38，\u8c03\u6574 valve \u540e\u6062\u590d\u3002<\/p>\n

        \u867d\u7136\u751f\u786c，\u4f46\u4fe1\u606f\u662f\u5bf9\u7684\u3002\u5728 Fab，\u51c6\u786e\u6027\u6c38\u8fdc\u5927\u4e8e\u6587\u91c7\u3002<\/p>\n

        \n

        \u516d\u3001\u8dd1\u8d77\u6765\u7684\u6837\u5b50<\/h3>\n

        Streamlit \u5de6\u4fa7 Sidebar \u5b9e\u65f6\u5c55\u793a"\u8bb0\u5fc6\u5feb\u7167"：<\/p>\n

          \n
        • 🟢 \u77ed\u671f\u8bb0\u5fc6：EQP-01（\u5269\u4f59 28min）<\/li>\n
        • 📚 \u957f\u671f\u8bb0\u5fc6：KV(12\u6761) + \u5de5\u5355(10\u6761)<\/li>\n
        • 💬 \u5de5\u4f5c\u8bb0\u5fc6：3\/5 \u8f6e<\/li>\n<\/ul>\n

          \u7528\u6237\u95ee\u5b8c，\u56de\u590d\u4e0b\u65b9\u4f1a\u6253\u6807\u7b7e：<\/p>\n

            \n
          • [\u6765\u6e90: \u957f\u671f\u8bb0\u5fc6] \u2192 \u8bf4\u660e\u8d70\u4e86\u68c0\u7d22<\/li>\n
          • [\u6765\u6e90: \u76f4\u63a5\u56de\u590d] \u2192 \u7eaf\u95f2\u804a<\/li>\n
          • [\u6765\u6e90: \u7cfb\u7edf] \u2192 \u6267\u884c\u4e86 reset<\/li>\n<\/ul>\n

            \u70b9 \/reset，\u77ed\u671f\u8bb0\u5fc6\u6e05\u96f6，\u76f8\u5f53\u4e8e\u5de5\u7a0b\u5e08\u4e0b\u73ed\u4ea4\u73ed，\u4e0b\u4e00\u73ed\u4ece\u96f6\u5f00\u59cb\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

            \n

            \u4e03\u3001\u8e29\u8fc7\u7684\u5751（\u91cd\u70b9）<\/h3>\n

            1. \u522b\u628a\u7ed3\u6784\u5316\u53c2\u6570\u5411\u91cf\u5316<\/h4>\n

            \u6700\u65e9\u6211\u628a"500mTorr"\u4e5f\u5d4c\u6210\u5411\u91cf，\u68c0\u7d22\u56de\u6765\u53d8\u6210\u4e86"\u5927\u7ea6 400-600"\u3002\u73b0\u5728\u4e00\u5f8b KV \u76f4\u8bfb\u3002<\/p>\n

            2. \u5de5\u5355\u6570\u636e\u8981\u5e26\u65f6\u95f4\u6233<\/h4>\n

            \u8fd9\u6b21 MVP \u8fd8\u6ca1\u52a0，\u4f46\u4e0b\u4e2a\u7248\u672c\u6bcf\u6761\u5de5\u5355\u5fc5\u987b\u5e26\u65f6\u95f4，\u7528\u6765\u89e3\u51b3"\u65b0 SOP \u8986\u76d6\u65e7\u5de5\u5355"\u7684\u51b2\u7a81\u3002<\/p>\n

            3. TTL \u6bd4\u624b\u52a8\u5220\u91cd\u8981<\/h4>\n

            \u5de5\u7a0b\u5e08\u67e5\u5b8c\u4e00\u4e2a\u673a\u53f0，\u534a\u5c0f\u65f6\u540e\u5927\u6982\u7387\u5207\u5230\u522b\u7684\u3002TTL \u81ea\u52a8\u8fc7\u671f，\u907f\u514d"\u4e0a\u4e2a\u6848\u5b50\u7684\u8bb0\u5fc6\u4e32\u5230\u4e0b\u4e00\u4e2a\u6848\u5b50"\u3002<\/p>\n

            \n

            \u516b\u3001\u603b\u7ed3：\u7ed9\u5de5\u4e1a AI \u5f00\u53d1\u8005\u7684\u5efa\u8bae<\/h3>\n

            \u505a To C \u7684 Agent，\u53ef\u4ee5\u9760\u6a21\u578b"\u731c"；\u505a Fab \u8fd9\u79cd\u5de5\u4e1a\u573a\u666f，\u786e\u5b9a\u6027\u6bd4\u806a\u660e\u66f4\u91cd\u8981\u3002<\/p>\n

            \u597d\u7684\u8bb0\u5fc6\u7cfb\u7edf\u4e0d\u662f\u62fc Prompt \u6709\u591a\u957f，\u800c\u662f：<\/p>\n

              \n
            • \u77ed\u671f\u8bb0\u4f4f"\u4f60\u5728\u67e5\u54ea\u53f0\u673a\u53f0"<\/li>\n
            • \u957f\u671f\u5b58\u597d"\u8fd9\u53f0\u673a\u53f0\u5230\u5e95\u8be5\u600e\u4e48\u4fee"<\/li>\n
            • \u4e2d\u95f4\u7528\u89c4\u5219\u548c\u5c0f\u6a21\u5757，\u4f4e\u6210\u672c\u5730\u628a\u4e24\u8005\u8fde\u8d77\u6765<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

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