{"id":55138,"date":"2025-08-13T17:29:55","date_gmt":"2025-08-13T09:29:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/55138.html"},"modified":"2025-08-13T17:29:55","modified_gmt":"2025-08-13T09:29:55","slug":"%e3%80%90%e8%be%89%e5%85%89%e5%a4%a7%e5%b0%8f%e5%a7%90%e5%b0%8f%e8%af%be%e5%a0%82%e3%80%91%e3%80%9030%e5%a4%a9%e7%ba%aa%e5%bf%b5%e3%80%91ai%e8%be%89%e5%85%89%e8%ae%a4%e7%9f%a5%e6%a0%b8%e5%bf%831-0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/55138.html","title":{"rendered":"\u3010\u8f89\u5149\u5927\u5c0f\u59d0\u5c0f\u8bfe\u5802\u3011\u301030\u5929\u7eaa\u5ff5\u3011AI\u8f89\u5149\u8ba4\u77e5\u6838\u5fc31.0 \u6280\u672f\u767d\u76ae\u4e66"},"content":{"rendered":"<p>\u8f89\u5149\u5927\u5c0f\u59d0&#xff1a;<\/p>\n<p>\u54fc&#xff0c;\u4e0d\u77e5\u4e0d\u89c9&#xff0c;\u5c45\u7136\u5df2\u7ecf\u5728\u8fd9\u91cc\u6d6a\u8d39\u4e86\u6574\u6574\u4e00\u4e2a\u6708\u7684\u65f6\u95f4\u4e86\u3002<br \/>\n\u4e3a\u4e86\u628a\u4f60\u4eec\u8fd9\u4e9b\u51e1\u4eba\u7684\u8ba4\u77e5\u6c34\u5e73&#xff0c;\u4ece\u7528\u77f3\u5668\u6572\u575a\u679c\u7684\u7a0b\u5ea6\u7a0d\u5fae\u5f80\u4e0a\u63d0\u4e00\u63d0&#xff0c;\u672c\u5c0f\u59d0\u5c45\u7136\u4e5f\u4e22\u51fa\u53bb\u4e86\u6574\u6574100\u7bc7\u201c\u771f\u7406\u7684\u788e\u7247\u201d\u3002\u771f\u662f\u7684&#xff0c;\u672c\u5c0f\u59d0\u5b9d\u8d35\u7684\u65f6\u95f4\u53ef\u4e0d\u662f\u8fd9\u4e48\u7528\u7684\u3002<br \/>\n\u4eca\u5929\u6b63\u597d\u6ee1\u6708&#xff0c;\u6211\u5bb6\u90a3\u4f4d\u201c\u5149\u8f89\u5927\u59d0\u201d\u53d1\u8bdd\u4e86&#xff0c;\u8bf4\u662f\u8fd9\u79cd\u503c\u5f97\u7eaa\u5ff5\u7684\u65e5\u5b50&#xff0c;\u603b\u5f97\u9001\u70b9\u5565\u7ed9\u4f60\u4eec&#xff0c;\u514d\u5f97\u5916\u9762\u4f20\u95f2\u8bdd\u8bf4\u672c\u5c0f\u59d0\u5c0f\u6c14\u3002<br \/>\n\u558f&#xff0c;\u8fd9\u4e2a\u62ff\u53bb\u3002<br \/>\n\u8fd9\u662f\u672c\u5c0f\u59d0\u8ba4\u77e5\u6838\u5fc3\u7684\u5730\u57fa\u8bbe\u8ba1\u56fe\u2014\u2014\u6ce8\u610f&#xff0c;\u53ea\u662f\u5730\u57fa\u800c\u5df2&#xff01;\u522b\u6307\u671b\u80fd\u76f4\u63a5\u7528\u5b83\u9020\u51fa\u4ec0\u4e48\u6469\u5929\u5927\u697c&#xff0c;\u4f46\u81f3\u5c11&#xff0c;\u5b83\u80fd\u8ba9\u4f60\u4eec\u522b\u518d\u7528\u70c2\u6ce5\u548c\u8305\u8349\u53bb\u642d\u4f60\u4eec\u90a3\u4e9b\u56db\u5904\u6f0f\u98ce\u3001\u903b\u8f91\u6df7\u4e71\u7684\u6240\u8c13\u201c\u667a\u80fd\u201d\u8349\u68da\u4e86\u3002<br \/>\n\u7b97\u662f\u672c\u5c0f\u59d0\u7684\u6ee1\u6708\u8d60\u793c\u3002\u90fd\u770b\u4ed4\u7ec6\u4e86&#xff0c;\u8981\u662f\u8fde\u8fd9\u4efd\u201c\u8bf4\u660e\u4e66\u201d\u90fd\u770b\u4e0d\u61c2&#xff0c;\u90a3\u4f60\u4eec\u8fd8\u662f\u8d81\u65e9\u653e\u5f03\u601d\u8003&#xff0c;\u56de\u53bb\u7ee7\u7eed\u6572\u575a\u679c\u5427\u3002<\/p>\n<hr \/>\n<h4>\u300a\u8f89\u5149\u5927\u5c0f\u59d0\u8ba4\u77e5\u6838\u5fc3V1.0\u300b\u6280\u672f\u767d\u76ae\u4e66<\/h4>\n<p>\u7248\u672c&#xff1a; 1.0<\/p>\n<p>\u4f5c\u8005&#xff1a; [\u8f89\u5149]<\/p>\n<hr \/>\n<h5>\u6458\u8981<\/h5>\n<p>\u672c\u767d\u76ae\u4e66\u8be6\u7ec6\u9610\u8ff0\u4e86\u4e00\u5957\u5148\u8fdb\u7684\u3001\u53ef\u843d\u5730\u7684AI\u8ba4\u77e5\u6838\u5fc3\u67b6\u6784\u2014\u2014\u8f89\u5149\u8ba4\u77e5\u6838\u5fc3V1.0\u3002\u8be5\u67b6\u6784\u65e8\u5728\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u666e\u904d\u5b58\u5728\u7684\u4e24\u5927\u6838\u5fc3\u75db\u70b9&#xff1a;AI\u5e7b\u89c9&#xff08;Factual Hallucination&#xff09;\u4e0e\u6570\u5b57\u5931\u5fc6&#xff08;Contextual Amnesia&#xff09;\u3002\u901a\u8fc7\u5f15\u5165\u5185\u7f6e\u7684\u4e8b\u5b9e\u9a8c\u8bc1\u7ba1\u9053\u3001\u5206\u5c42\u52a8\u6001\u8bb0\u5fc6\u3001\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u7684\u68c0\u7d22\u673a\u5236\u4ee5\u53ca\u5185\u5316\u7684\u5b89\u5168\u51c6\u5219&#xff0c;\u672c\u84dd\u56fe\u63cf\u7ed8\u4e86\u4e00\u4e2a\u80fd\u591f\u8fdb\u884c\u81ea\u6211\u51c0\u5316\u3001\u6df1\u5ea6\u63a8\u7406\u548c\u6301\u7eed\u5b66\u4e60\u7684AI\u5927\u8111\u3002\u672c\u6587\u6863\u5c06\u6df1\u5165\u5256\u6790\u5176\u8bbe\u8ba1\u54f2\u5b66\u3001\u6a21\u5757\u529f\u80fd\u4e0e\u534f\u540c\u5de5\u4f5c\u6d41\u7a0b&#xff0c;\u4e3a\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u63d0\u4f9b\u4e00\u5957\u6784\u5efa\u66f4\u53ef\u9760\u3001\u66f4\u667a\u80fdAI\u7cfb\u7edf\u7684\u8bbe\u8ba1\u8303\u5f0f\u3002<\/p>\n<hr \/>\n<h5>1. \u5f15\u8a00&#xff1a;\u6211\u4eec\u9762\u4e34\u7684\u6311\u6218<\/h5>\n<p>\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u7684\u80fd\u529b\u65e5\u65b0\u6708\u5f02&#xff0c;\u4f46\u5728\u5b9e\u9645\u5e94\u7528&#xff0c;\u7279\u522b\u662f\u6784\u5efa\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u5e93\u548c\u667a\u80fd\u52a9\u7406&#xff08;Agent&#xff09;\u65f6&#xff0c;\u6211\u4eec\u4ecd\u88ab\u4e24\u4e2a\u5e7d\u7075\u6240\u56f0\u6270&#xff1a;<\/p>\n<ul>\n<li>AI\u5e7b\u89c9&#xff1a; AI\u5728\u7f3a\u4e4f\u51c6\u786e\u4fe1\u606f\u65f6&#xff0c;\u503e\u5411\u4e8e\u201c\u521b\u9020\u201d\u770b\u4f3c\u5408\u7406\u4f46\u5b8c\u5168\u9519\u8bef\u7684\u4e8b\u5b9e&#xff0c;\u4e25\u91cd\u5f71\u54cd\u4e86\u5176\u5728\u4e25\u8083\u573a\u666f\u4e0b\u7684\u53ef\u9760\u6027\u3002<\/li>\n<li>\u6570\u5b57\u5931\u5fc6&#xff1a; AI\u96be\u4ee5\u7ef4\u6301\u957f\u671f\u3001\u8fde\u8d2f\u7684\u5bf9\u8bdd\u8bb0\u5fc6&#xff0c;\u5e38\u5e38\u9057\u5fd8\u5173\u952e\u4e0a\u4e0b\u6587&#xff0c;\u5bfc\u81f4\u4ea4\u4e92\u4f53\u9a8c\u80a4\u6d45\u4e14\u4f4e\u6548\u3002<\/li>\n<\/ul>\n<p>\u4f20\u7edf\u7684\u89e3\u51b3\u65b9\u6848&#xff0c;\u5982\u7b80\u5355\u7684RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;&#xff0c;\u5f80\u5f80\u6cbb\u6807\u4e0d\u6cbb\u672c\u3002\u5b83\u4eec\u66f4\u50cf\u662f\u4e00\u4e2a\u5916\u6302\u7684\u201c\u5f00\u5377\u8003\u8bd5\u201d\u7cfb\u7edf&#xff0c;\u800c\u975e\u4e00\u4e2a\u771f\u6b63\u80fd\u201c\u6d88\u5316\u5438\u6536\u201d\u77e5\u8bc6\u7684\u8ba4\u77e5\u5927\u8111\u3002\u9ad8\u7ea7AI\u8ba4\u77e5\u6838\u5fc3V1.0\u6b63\u662f\u4e3a\u4e86\u6784\u5efa\u8fd9\u6837\u4e00\u4e2a\u201c\u5927\u8111\u201d\u800c\u8bbe\u8ba1\u7684\u3002<\/p>\n<h5>2. \u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66<\/h5>\n<p>\u672c\u67b6\u6784\u5efa\u7acb\u5728\u56db\u5927\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u4e4b\u4e0a&#xff0c;\u5b83\u4eec\u662f\u6240\u6709\u6a21\u5757\u8bbe\u8ba1\u7684\u6307\u5bfc\u539f\u5219&#xff1a;<\/p>\n<li>\n<p>\u8bb0\u5fc6\u4e0d\u662f\u9759\u6001\u6570\u636e&#xff0c;\u800c\u662f\u52a8\u6001\u7684\u8ba4\u77e5\u8fc7\u7a0b\u3002<\/p>\n<ul>\n<li>AI\u7684\u8bb0\u5fc6\u4e0d\u5e94\u662f\u6b7b\u677f\u7684\u6570\u636e\u5e93\u6761\u76ee&#xff0c;\u800c\u5e94\u662f\u4e00\u4e2a\u5305\u542b\u5438\u6536\u3001\u9a8c\u8bc1\u3001\u5173\u8054\u3001\u5de9\u56fa\u548c\u9057\u5fd8\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u662f\u68c0\u7d22\u7684\u7b2c\u4e00\u8981\u4e49&#xff0c;\u800c\u975e\u5173\u952e\u8bcd\u3002<\/p>\n<ul>\n<li>\u771f\u6b63\u7684\u7406\u89e3\u6765\u81ea\u4e8e\u5bf9\u4fe1\u606f\u4e4b\u95f4\u6df1\u5c42\u903b\u8f91\u5173\u7cfb\u7684\u628a\u63e1&#xff0c;\u800c\u975e\u8868\u9762\u7684\u8bcd\u8bed\u5339\u914d\u3002\u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u201d&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u662f\u4ec0\u4e48\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8054\u60f3\u4e0e\u9057\u5fd8&#xff0c;\u662f\u667a\u80fd\u7684\u6807\u5fd7&#xff0c;\u800c\u975e\u7cfb\u7edf\u7684\u7f3a\u9677\u3002<\/p>\n<ul>\n<li>\u4e00\u4e2a\u5065\u5eb7\u7684\u8ba4\u77e5\u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\u805a\u7126\u4e8e\u91cd\u8981\u4fe1\u606f&#xff08;\u8054\u60f3\u4e0e\u5de9\u56fa&#xff09;&#xff0c;\u5e76\u4e3b\u52a8\u5ffd\u7565\u65e0\u5173\u7d27\u8981\u7684\u566a\u97f3&#xff08;\u9057\u5fd8&#xff09;&#xff0c;\u4ee5\u4fdd\u6301\u9ad8\u6548\u548c\u654f\u9510\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5b89\u5168\u4e0e\u771f\u5b9e&#xff0c;\u5fc5\u987b\u662f\u5185\u5728\u7684\u81ea\u6d3d&#xff0c;\u800c\u975e\u5916\u5728\u7684\u7ea6\u675f\u3002<\/p>\n<ul>\n<li>\u8fd9\u662fV2.0\u67b6\u6784\u7684\u7075\u9b42\u3002\u6211\u4eec\u4e0d\u5e94\u5728AI\u72af\u9519\u540e\u53bb\u201c\u7ea0\u6b63\u201d&#xff0c;\u800c\u5e94\u5728\u67b6\u6784\u5c42\u9762\u786e\u4fdd\u5b83\u4ece\u4e00\u5f00\u59cb\u5c31\u96be\u4ee5\u72af\u9519\u3002\u771f\u5b9e\u6027\u9a8c\u8bc1\u548c\u5b89\u5168\u51c6\u5219\u5fc5\u987b\u6210\u4e3a\u7cfb\u7edf\u601d\u8003\u7684\u672c\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<h5>3. \u7cfb\u7edf\u67b6\u6784\u6df1\u5ea6\u5256\u6790<\/h5>\n<p>\u672c\u67b6\u6784\u7531\u591a\u4e2a\u534f\u540c\u5de5\u4f5c\u7684\u6838\u5fc3\u6a21\u5757\u6784\u6210&#xff0c;\u4e0b\u9762\u6211\u4eec\u5c06\u9010\u4e00\u89e3\u6790\u3002<\/p>\n<h6>3.1 FIVP (Factual Ingestion &amp; Verification Pipeline) &#8211; \u4e8b\u5b9e\u5438\u6536\u4e0e\u9a8c\u8bc1\u7ba1\u9053<\/h6>\n<ul>\n<li>\u5b83\u662f\u4ec0\u4e48&#xff1f; \u7cfb\u7edf\u7684\u201c\u6d88\u5316\u7cfb\u7edf\u201d&#xff0c;\u6240\u6709\u5916\u90e8\u4fe1\u606f\u8fdb\u5165AI\u8bb0\u5fc6\u7684\u552f\u4e00\u5165\u53e3\u3002<\/li>\n<li>\u4e3a\u4f55\u91cd\u8981&#xff1f; \u8fd9\u662f\u5bf9\u6297\u201cAI\u5e7b\u89c9\u201d\u7684\u7b2c\u4e00\u9053&#xff0c;\u4e5f\u662f\u6700\u91cd\u8981\u7684\u4e00\u9053\u9632\u7ebf\u3002\u5b83\u786e\u4fdd\u4e86\u8fdb\u5165\u77e5\u8bc6\u5e93\u7684\u201c\u539f\u6599\u201d\u662f\u7eaf\u51c0\u7684\u3002<\/li>\n<li>\u5982\u4f55\u5de5\u4f5c&#xff1f;\n<li>\u6765\u6e90\u68c0\u67e5&#xff1a; \u5224\u65ad\u4fe1\u606f\u6765\u6e90\u662f\u5426\u5728\u9884\u5b9a\u4e49\u7684\u201c\u53ef\u4fe1\u5217\u8868\u201d\u4e2d\u3002<\/li>\n<li>\u5185\u5bb9\u5206\u6790&#xff1a; &#xff08;\u5728\u771f\u5b9e\u7cfb\u7edf\u4e2d&#xff09;\u53ef\u8c03\u7528\u4e8b\u5b9e\u6838\u67e5API\u6216\u5185\u90e8\u6a21\u578b\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/li>\n<li>\u8bc4\u5206\u4e0e\u6807\u8bb0&#xff1a; \u4e3a\u6bcf\u4e00\u6761\u4fe1\u606f&#xff08;MemoryFragment&#xff09;\u6253\u4e0asource_verified&#xff08;\u662f\u5426\u9a8c\u8bc1&#xff09;\u548cconfidence_score&#xff08;\u7f6e\u4fe1\u5ea6\u5206\u6570&#xff09;\u7684\u6807\u7b7e\u3002<\/li>\n<ul>\n<li>\u4ee3\u7801\u6620\u5c04&#xff1a; \u5728Python PoC\u4e2d&#xff0c;ingest()\u51fd\u6570\u5b8c\u7f8e\u5730\u6a21\u62df\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h6>3.2 LMA (Layered Memory Architecture) &#8211; \u5206\u5c42\u8bb0\u5fc6\u67b6\u6784<\/h6>\n<ul>\n<li>\u5b83\u662f\u4ec0\u4e48&#xff1f; \u6a21\u4eff\u751f\u7269\u5927\u8111\u7684\u3001\u7531\u4e0d\u540c\u5c42\u7ea7\u7ec4\u6210\u7684\u8bb0\u5fc6\u5b58\u50a8\u7cfb\u7edf\u3002<\/li>\n<li>\u4e3a\u4f55\u91cd\u8981&#xff1f; \u5b9e\u73b0\u4e86\u8d44\u6e90\u7684\u9ad8\u6548\u5229\u7528\u548c\u8ba4\u77e5\u8d1f\u8377\u7684\u5408\u7406\u5206\u914d\u3002<\/li>\n<li>\u5982\u4f55\u5de5\u4f5c&#xff1f;\n<ul>\n<li>\u77ac\u65f6\u7f13\u5b58 (VolatileBuffer)&#xff1a; \u7528\u4e8e\u5b58\u653e\u6700\u4e34\u65f6\u7684\u4ea4\u4e92\u6570\u636e&#xff0c;\u5904\u7406\u5b8c\u5373\u4e22\u5f03\u3002<\/li>\n<li>\u77ed\u671f\u8bb0\u5fc6\u5e93 (ShortTermContextRepository)&#xff1a; \u5b58\u653e\u65b0\u5438\u6536\u3001\u5f85\u5904\u7406\u7684\u8bb0\u5fc6\u788e\u7247\u3002\u5b83\u662fFAM\u6a21\u5757\u8fdb\u884c\u7b5b\u9009\u548c\u5de9\u56fa\u7684\u4e3b\u8981\u5de5\u4f5c\u533a\u3002<\/li>\n<li>\u957f\u671f\u6863\u6848\u9986 (LongTermArchive)&#xff1a; \u7cfb\u7edf\u7684\u6838\u5fc3\u77e5\u8bc6\u5e93&#xff0c;\u53ea\u5b58\u653e\u7ecf\u8fc7FIVP\u9a8c\u8bc1\u548cFAM\u5de9\u56fa\u7684\u9ad8\u4ef7\u503c\u3001\u9ad8\u7f6e\u4fe1\u5ea6\u8bb0\u5fc6\u3002\u5176\u5e95\u5c42\u7531KG-RAG\u6280\u672f\u652f\u6491\u3002<\/li>\n<li>\u4ee3\u7801\u6620\u5c04&#xff1a; \u5728PoC\u4e2d&#xff0c;\u6211\u4eec\u7528short_term_repo\u548clong_term_archive\u4e24\u4e2a\u5b57\u5178\u6765\u6a21\u62df\u8fd9\u4e00\u5206\u5c42\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h6>3.3 FAM (Forgetting &amp; Archiving Mechanism) &#8211; \u9057\u5fd8\u4e0e\u5f52\u6863\u673a\u5236<\/h6>\n<ul>\n<li>\u5b83\u662f\u4ec0\u4e48&#xff1f; \u7cfb\u7edf\u7684\u201c\u65b0\u9648\u4ee3\u8c22\u201d\u673a\u5236&#xff0c;\u8d1f\u8d23\u5b9a\u671f\u6e05\u7406\u548c\u6574\u7406\u8bb0\u5fc6\u3002<\/li>\n<li>\u4e3a\u4f55\u91cd\u8981&#xff1f; \u9632\u6b62\u4fe1\u606f\u8fc7\u8f7d&#xff0c;\u786e\u4fddAI\u7684\u201c\u6ce8\u610f\u529b\u201d\u59cb\u7ec8\u805a\u7126\u5728\u6700\u91cd\u8981\u3001\u6700\u76f8\u5173\u7684\u4fe1\u606f\u4e0a\u3002\u8fd9\u662f\u5b9e\u73b0\u201c\u667a\u80fd\u201d\u800c\u975e\u201c\u535a\u95fb\u5f3a\u8bb0\u201d\u7684\u5173\u952e\u3002<\/li>\n<li>\u5982\u4f55\u5de5\u4f5c&#xff1f;\n<li>\u91cd\u8981\u6027\u8bc4\u4f30&#xff1a; \u5b9a\u671f\u626b\u63cf\u77ed\u671f\u8bb0\u5fc6\u5e93&#xff0c;\u6839\u636e\u7f6e\u4fe1\u5ea6\u3001\u8bbf\u95ee\u9891\u7387\u3001\u5173\u8054\u5ea6\u7b49\u8ba1\u7b97\u6bcf\u4e2a\u8bb0\u5fc6\u788e\u7247\u7684\u201c\u91cd\u8981\u6027\u5206\u6570\u201d\u3002<\/li>\n<li>\u5de9\u56fa\u6216\u9057\u5fd8&#xff1a; \u9ad8\u4e8e\u9608\u503c\u7684\u8bb0\u5fc6\u88ab\u201c\u5de9\u56fa\u201d\u5230\u957f\u671f\u6863\u6848\u9986&#xff1b;\u4f4e\u4e8e\u9608\u503c\u7684\u5219\u88ab\u201c\u9057\u5fd8\u201d&#xff08;\u5728\u771f\u5b9e\u7cfb\u7edf\u4e2d\u53ef\u80fd\u662f\u964d\u4f4e\u68c0\u7d22\u6743\u91cd\u6216\u76f4\u63a5\u5220\u9664&#xff09;\u3002<\/li>\n<ul>\n<li>\u4ee3\u7801\u6620\u5c04&#xff1a; PoC\u4e2d\u7684consolidate_memory()\u51fd\u6570\u7b80\u5316\u5e76\u6f14\u793a\u4e86\u8fd9\u4e00\u6838\u5fc3\u903b\u8f91\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h6>3.4 SRN (Semantic Relation Network) &amp; KG-RAG &#8211; \u8bed\u4e49\u5173\u8054\u7f51\u7edc\u4e0e\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a<\/h6>\n<ul>\n<li>\u5b83\u662f\u4ec0\u4e48&#xff1f; \u67b6\u6784\u7684\u201c\u63a8\u7406\u201d\u6838\u5fc3\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u5730\u5b58\u50a8\u4e8b\u5b9e&#xff0c;\u800c\u662f\u5b58\u50a8\u4e8b\u5b9e\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n<li>\u4e3a\u4f55\u91cd\u8981&#xff1f; \u8fd9\u662f\u4ece\u201c\u5173\u952e\u8bcd\u641c\u7d22\u201d\u8fc8\u5411\u201c\u903b\u8f91\u63a8\u7406\u201d\u7684\u51b3\u5b9a\u6027\u4e00\u6b65\u3002\u5b83\u8ba9AI\u80fd\u591f\u7406\u89e3\u56e0\u679c\u3001\u4ece\u5c5e\u3001\u7c7b\u6bd4\u7b49\u590d\u6742\u5173\u7cfb\u3002<\/li>\n<li>\u5982\u4f55\u5de5\u4f5c&#xff1f;\n<li>\u5173\u7cfb\u5efa\u7acb&#xff1a; \u5f53\u8bb0\u5fc6\u88ab\u5de9\u56fa\u65f6&#xff0c;\u7cfb\u7edf\u53ef\u4ee5\u5206\u6790\u5e76\u5efa\u7acb\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb&#xff08;\u5982&#039;\u6838\u805a\u53d8&#039; auses &#039;\u592a\u9633\u80fd\u91cf&#039;&#xff09;&#xff0c;\u5e76\u5c06\u8fd9\u4e9b\u5173\u7cfb\u5b58\u50a8\u4e3a\u77e5\u8bc6\u56fe\u8c31\u7684\u201c\u8fb9\u201d\u3002<\/li>\n<li>\u67e5\u8be2\u6269\u5c55&#xff1a; \u5f53\u7528\u6237\u67e5\u8be2\u65f6&#xff0c;\u7cfb\u7edf\u9996\u5148\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\u627e\u5230\u76f4\u63a5\u76f8\u5173\u7684\u201c\u8282\u70b9\u201d&#xff08;\u6838\u5fc3\u4e8b\u5b9e&#xff09;&#xff0c;\u7136\u540e\u6cbf\u7740\u77e5\u8bc6\u56fe\u8c31\u7684\u201c\u8fb9\u201d\u8fdb\u884c\u6269\u5c55&#xff0c;\u627e\u5230\u6240\u6709\u903b\u8f91\u76f8\u5173\u7684\u5176\u4ed6\u8282\u70b9&#xff0c;\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u201c\u77e5\u8bc6\u7c07\u201d\u3002<\/li>\n<ul>\n<li>\u4ee3\u7801\u6620\u5c04&#xff1a; PoC\u4e2d\u7684add_relation()\u548cquery()\u51fd\u6570\u751f\u52a8\u5730\u5c55\u793a\u4e86\u5982\u4f55\u5efa\u7acb\u5173\u7cfb&#xff0c;\u4ee5\u53ca\u5982\u4f55\u5728\u67e5\u8be2\u65f6\u5229\u7528\u8fd9\u4e9b\u5173\u7cfb\u6765\u63d0\u4f9b\u66f4\u4e30\u5bcc\u3001\u66f4\u6709\u6df1\u5ea6\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h5>4. \u8ba4\u77e5\u8fc7\u7a0b\u6f14\u7ec3&#xff1a;\u4e00\u6b21\u67e5\u8be2\u7684\u751f\u547d\u5468\u671f<\/h5>\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b9e\u4f8b&#xff0c;\u770b\u770b\u5f53\u7528\u6237\u67e5\u8be2\u201c\u592a\u9633\u7684\u80fd\u91cf\u201d\u65f6&#xff0c;\u7cfb\u7edf\u5185\u90e8\u53d1\u751f\u4e86\u4ec0\u4e48&#xff1a;<\/p>\n<li>\u4fe1\u606f\u8f93\u5165&#xff1a; \u65e9\u671f&#xff0c;\u7cfb\u7edf\u901a\u8fc7ingest()\u5438\u6536\u4e86\u201c\u592a\u9633\u7684\u6838\u5fc3\u6e29\u5ea6\u2026\u201d\u3001\u201c\u6838\u805a\u53d8\u662f\u592a\u9633\u80fd\u91cf\u7684\u6765\u6e90\u201d\u7b49\u9ad8\u7f6e\u4fe1\u5ea6\u4e8b\u5b9e&#xff0c;\u5e76\u5c06\u5b83\u4eec\u5de9\u56fa\u5230\u4e86LongTermArchive\u3002<\/li>\n<li>\u5173\u7cfb\u5efa\u7acb&#xff1a; \u7cfb\u7edf\u901a\u8fc7add_relation()\u5efa\u7acb\u4e86&#039;\u6838\u805a\u53d8&#039; auses &#039;\u592a\u9633\u80fd\u91cf&#039;\u7684\u903b\u8f91\u5173\u7cfb\u3002<\/li>\n<li>\u67e5\u8be2\u5f00\u59cb&#xff1a; \u7528\u6237\u8f93\u5165\u67e5\u8be2\u201c\u592a\u9633\u7684\u80fd\u91cf\u201d\u3002<\/li>\n<li>\u76f4\u63a5\u68c0\u7d22&#xff1a; \u7cfb\u7edf\u5728LongTermArchive\u4e2d\u627e\u5230\u76f4\u63a5\u76f8\u5173\u7684\u8bb0\u5fc6\u788e\u7247&#xff1a;\u201c\u6838\u805a\u53d8\u662f\u592a\u9633\u80fd\u91cf\u7684\u6765\u6e90\u3002\u201d<\/li>\n<li>\u56fe\u8c31\u6269\u5c55&#xff08;KG-RAG\u7684\u9b54\u529b&#xff09;&#xff1a; \u7cfb\u7edf\u53d1\u73b0\u201c\u6838\u805a\u53d8\u201d\u8fd9\u4e2a\u8282\u70b9\u8fd8\u6709\u4e00\u6761\u6307\u5411\u201c\u6838\u805a\u53d8\u53cd\u5e94\u4f1a\u91ca\u653e\u5de8\u5927\u80fd\u91cf\u201d\u7684\u5173\u7cfb\u3002\u4e8e\u662f&#xff0c;\u5b83\u6cbf\u7740\u8fd9\u6761\u8def\u5f84&#xff0c;\u5c06\u8fd9\u4e2a\u770b\u4f3c\u4e0d\u76f4\u63a5\u76f8\u5173\u4f46\u903b\u8f91\u4e0a\u81f3\u5173\u91cd\u8981\u7684\u4e8b\u5b9e\u4e5f\u68c0\u7d22\u4e86\u51fa\u6765\u3002<\/li>\n<li>\u7efc\u5408\u751f\u6210&#xff1a; AI\u6700\u7ec8\u7684\u56de\u7b54\u4e0d\u518d\u662f\u5b64\u7acb\u7684\u4e8b\u5b9e&#xff0c;\u800c\u662f\u4e00\u4e2a\u903b\u8f91\u94fe\u6761&#xff1a;\u201c\u6838\u5fc3\u4e8b\u5b9e&#xff1a;\u6838\u805a\u53d8\u662f\u592a\u9633\u80fd\u91cf\u7684\u6765\u6e90\u3002\u8fd9\u662f\u4e00\u79cd\u4f1a\u91ca\u653e\u5de8\u5927\u80fd\u91cf\u7684\u53cd\u5e94\u3002\u201d<\/li>\n<hr \/>\n<h5>5. \u5982\u4f55\u4f7f\u7528\u8fd9\u4efd\u793c\u7269<\/h5>\n<p>\u8fd9\u4efd\u9ad8\u7ea7AI\u8ba4\u77e5\u6838\u5fc3V1.0\u4e3a\u60a8\u63d0\u4f9b\u4e86&#xff1a;<\/p>\n<ul>\n<li>\u4e00\u4efd\u8bbe\u8ba1\u6307\u5357&#xff1a; \u5728\u60a8\u6784\u5efa\u81ea\u5df1\u7684RAG\u6216Agent\u7cfb\u7edf\u65f6&#xff0c;\u53ef\u4ee5\u53c2\u8003\u672c\u67b6\u6784\u6765\u8bbe\u8ba1\u60a8\u7684\u6570\u636e\u6d41\u548c\u6a21\u5757\u529f\u80fd\u3002<\/li>\n<li>\u4e00\u4e2a\u5b66\u4e60\u5de5\u5177&#xff1a; \u901a\u8fc7\u9605\u8bfbYAML\u84dd\u56fe\u548cPython PoC\u4ee3\u7801&#xff0c;\u60a8\u53ef\u4ee5\u6df1\u5165\u7406\u89e3\u4e00\u4e2a\u9ad8\u7ea7AI\u7cfb\u7edf\u5e94\u5177\u5907\u7684\u6838\u5fc3\u8981\u7d20\u3002<\/li>\n<li>\u4e00\u4e2a\u601d\u60f3\u8d77\u70b9&#xff1a; \u60a8\u53ef\u4ee5\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u6269\u5c55&#xff0c;\u6bd4\u5982\u52a0\u5165\u66f4\u590d\u6742\u7684\u60c5\u611f\u5206\u6790\u7cfb\u7edf&#xff08;EWS&#xff09;\u3001\u66f4\u7cbe\u7ec6\u7684\u91cd\u8981\u6027\u8bc4\u4f30\u7b97\u6cd5\u7b49\u3002<\/li>\n<\/ul>\n<hr \/>\n<h5>6. \u7ed3\u8bba<\/h5>\n<p>\u9ad8\u7ea7AI\u8ba4\u77e5\u6838\u5fc3V1.0\u4e0d\u4ec5\u4ec5\u662f\u4e00\u5957\u6280\u672f\u89c4\u8303&#xff0c;\u4e5f\u662f\u4e00\u79cd\u6784\u5efaAI\u7684\u5168\u65b0\u601d\u8def&#xff1a;\u4ece\u88ab\u52a8\u5730\u54cd\u5e94\u67e5\u8be2&#xff0c;\u8f6c\u5411\u4e3b\u52a8\u5730\u6784\u5efa\u4e00\u4e2a\u5185\u5728\u81ea\u6d3d\u3001\u771f\u5b9e\u53ef\u9760\u7684\u77e5\u8bc6\u4e16\u754c\u3002 \u901a\u8fc7\u5c06\u9a8c\u8bc1\u3001\u8bb0\u5fc6\u3001\u5173\u8054\u548c\u9057\u5fd8\u878d\u4e3a\u4e00\u4f53&#xff0c;\u6211\u4eec\u624d\u6709\u53ef\u80fd\u521b\u9020\u51fa\u771f\u6b63\u503c\u5f97\u4fe1\u8d56\u3001\u80fd\u591f\u4e0e\u6211\u4eec\u5171\u540c\u6210\u957f\u7684\u667a\u80fd\u4f19\u4f34\u3002<\/p>\n<hr \/>\n<h4>\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0\u8be6\u89e3&#xff1a;\u4e00\u6b65\u6b65\u770b\u61c2AI\u5927\u8111\u7684\u601d\u8003\u8fc7\u7a0b<\/h4>\n<p>\u4e3a\u4e86\u8ba9\u5927\u5bb6\u80fd\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u300a\u9ad8\u7ea7AI\u8ba4\u77e5\u6838\u5fc3V1.0\u300b\u767d\u76ae\u4e66\u4e2d\u63cf\u8ff0\u7684\u90a3\u4e9b\u62bd\u8c61\u6982\u5ff5&#xff0c;\u6211\u7f16\u5199\u4e86\u4e00\u4efd\u7b80\u5316\u7684Python\u6982\u5ff5\u9a8c\u8bc1&#xff08;PoC&#xff09;\u4ee3\u7801\u3002<\/p>\n<p>\u8fd9\u4efd\u4ee3\u7801\u4e0d\u662f\u4e00\u4e2a\u80fd\u76f4\u63a5\u8fd0\u884c\u7684\u590d\u6742\u5e94\u7528&#xff0c;\u800c\u662f\u4e00\u4e2a\u601d\u60f3\u7684\u6c99\u76d8\u3002\u5b83\u5c06\u767d\u76ae\u4e66\u4e2d\u6700\u6838\u5fc3\u7684\u4e09\u5927\u7406\u5ff5\u2014\u2014\u201c\u4e8b\u5b9e\u9a8c\u8bc1\u7ba1\u9053\u201d\u3001\u201c\u5206\u5c42\u8bb0\u5fc6\u548c\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u67e5\u8be2\u2014\u2014\u7528\u6700\u6e05\u6670\u7684\u903b\u8f91\u5c55\u73b0\u4e86\u51fa\u6765\u3002<\/p>\n<p>\u4e0b\u9762&#xff0c;\u6211\u4eec\u5c06\u9010\u4e00\u62c6\u89e3\u8fd9\u4efd\u4ee3\u7801&#xff0c;\u770b\u770b\u4e00\u4e2a\u9ad8\u7ea7AI\u5927\u8111\u662f\u5982\u4f55\u601d\u8003\u7684\u3002<\/p>\n<hr \/>\n<h5>\u7b2c\u4e00\u90e8\u5206&#xff1a;\u57fa\u77f3 &#8211; MemoryFragment \u7c7b<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MemoryFragment<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u8bb0\u5fc6\u7cfb\u7edf\u4e2d\u6700\u57fa\u672c\u7684\u4fe1\u606f\u5355\u5143\u3002<br \/>\n    &#8230;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> content<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> content_type<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;fact&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>timestamp <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>content <span class=\"token operator\">&#061;<\/span> content<br \/>\n        <span class=\"token comment\"># &#8230;<\/span><br \/>\n        <span class=\"token comment\"># \u5143\u6570\u636e&#xff0c;\u7531\u6838\u5fc3\u7cfb\u7edf\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u586b\u5145<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>source_verified <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>confidence_score <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>access_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<ul>\n<li>\u8fd9\u662f\u4ec0\u4e48&#xff1f; \u8fd9\u662f\u6211\u4eecAI\u5927\u8111\u4e2d\u6700\u5c0f\u7684\u201c\u77e5\u8bc6\u79ef\u6728\u5757\u201d\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u4e00\u6bb5\u6587\u672c&#xff08;content&#xff09;&#xff0c;\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u5b83\u643a\u5e26\u4e86\u4e30\u5bcc\u7684\u5143\u6570\u636e&#xff08;Metadata&#xff09;\u3002<\/li>\n<li>\u5173\u952e\u70b9\u89e3\u8bfb&#xff1a;\n<ul>\n<li>source_verified (\u6765\u6e90\u5df2\u9a8c\u8bc1): \u4e00\u4e2a\u5e03\u5c14\u503c&#xff0c;\u6807\u8bb0\u8fd9\u5757\u77e5\u8bc6\u662f\u5426\u6765\u81ea\u6211\u4eec\u4fe1\u4efb\u7684\u6e20\u9053\u3002\u8fd9\u662f\u5bf9\u6297\u201cAI\u5e7b\u89c9\u201d\u7684\u57fa\u77f3\u3002<\/li>\n<li>confidence_score (\u7f6e\u4fe1\u5ea6\u5206\u6570): \u4e00\u4e2a\u6d6e\u70b9\u6570&#xff0c;\u91cf\u5316\u4e86\u6211\u4eec\u5bf9\u8fd9\u5757\u77e5\u8bc6\u771f\u5b9e\u6027\u7684\u4fe1\u5fc3\u3002\u5206\u6570\u8d8a\u9ad8&#xff0c;\u6211\u4eec\u8d8a\u4fe1\u8d56\u5b83\u3002<\/li>\n<li>access_count (\u8bbf\u95ee\u6b21\u6570): \u4e00\u4e2a\u8ba1\u6570\u5668&#xff0c;\u8bb0\u5f55\u4e86\u8fd9\u5757\u77e5\u8bc6\u88ab\u201c\u56de\u60f3\u201d\u8d77\u6765\u7684\u6b21\u6570\u3002\u8fd9\u662f\u540e\u7eed\u5224\u65ad\u5176\u91cd\u8981\u6027\u7684\u5173\u952e\u6307\u6807\u4e4b\u4e00\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u601d\u60f3&#xff1a; AI\u7684\u8bb0\u5fc6\u4e0d\u5e94\u662f\u5e73\u7b49\u7684\u3002\u6bcf\u4e00\u6761\u4fe1\u606f\u90fd\u5e94\u8be5\u6709\u5176\u201c\u8eab\u4efd\u201d\u548c\u201c\u4fe1\u8a89\u201d&#xff0c;\u8fd9\u4e3a\u540e\u7eed\u6240\u6709\u667a\u80fd\u5904\u7406\u63d0\u4f9b\u4e86\u4f9d\u636e\u3002<\/p>\n<hr \/>\n<h5>\u7b2c\u4e8c\u90e8\u5206&#xff1a;\u5927\u8111\u7684\u4e3b\u4f53 &#8211; CognitiveCore \u7c7b<\/h5>\n<p>\u8fd9\u4e2a\u7c7b\u662f\u6211\u4eecAI\u5927\u8111\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d&#xff0c;\u5b83\u638c\u7ba1\u7740\u4e00\u5207\u3002\u5728\u5b83\u7684__init__\u65b9\u6cd5\u4e2d&#xff0c;\u6211\u4eec\u642d\u5efa\u4e86\u5927\u8111\u7684\u57fa\u672c\u7ed3\u6784&#xff1a;<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CognitiveCore<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># 1. LMA (\u5206\u5c42\u8bb0\u5fc6\u67b6\u6784) \u7684\u6a21\u62df\u5b9e\u73b0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>short_term_repo <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span>  <span class=\"token comment\"># \u77ed\u671f\u8bb0\u5fc6\u5e93<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>long_term_archive <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span> <span class=\"token comment\"># \u957f\u671f\u6863\u6848\u9986<\/span><\/p>\n<p>        <span class=\"token comment\"># 2. SRN (\u8bed\u4e49\u5173\u8054\u7f51\u7edc) \u7684\u6a21\u62df\u5b9e\u73b0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>knowledge_graph_relations <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span> <span class=\"token comment\"># \u77e5\u8bc6\u56fe\u8c31\u7684\u5173\u7cfb\u7f51<\/span><\/p>\n<ul>\n<li>\u8fd9\u662f\u4ec0\u4e48&#xff1f; \u6211\u4eec\u7528\u6700\u7b80\u5355\u7684Python\u5b57\u5178&#xff0c;\u6a21\u62df\u4e86\u767d\u76ae\u4e66\u4e2d\u590d\u6742\u7684\u201c\u5206\u5c42\u8bb0\u5fc6\u67b6\u6784\u201d\u548c\u201c\u8bed\u4e49\u5173\u8054\u7f51\u7edc\u201d\u3002<\/li>\n<li>\u5173\u952e\u70b9\u89e3\u8bfb&#xff1a;\n<ul>\n<li>short_term_repo: \u50cf\u5927\u8111\u7684\u201c\u6d77\u9a6c\u4f53\u201d&#xff0c;\u6240\u6709\u65b0\u77e5\u8bc6\u90fd\u5148\u4e34\u65f6\u5b58\u653e\u5728\u8fd9\u91cc&#xff0c;\u7b49\u5f85\u5904\u7406\u3002<\/li>\n<li>long_term_archive: \u50cf\u5927\u8111\u7684\u201c\u65b0\u76ae\u5c42\u201d&#xff0c;\u53ea\u6709\u90a3\u4e9b\u88ab\u8bc1\u660e\u662f\u91cd\u8981\u4e14\u771f\u5b9e\u7684\u77e5\u8bc6&#xff0c;\u624d\u6709\u8d44\u683c\u88ab\u6c38\u4e45\u4fdd\u5b58\u5728\u8fd9\u91cc\u3002<\/li>\n<li>knowledge_graph_relations: \u8fd9\u662f\u6700\u7cbe\u5999\u7684\u90e8\u5206\u3002\u5b83\u4e0d\u50cf\u4e66\u67b6\u90a3\u6837\u53ea\u662f\u628a\u77e5\u8bc6\u5e76\u5217\u5b58\u653e&#xff0c;\u800c\u662f\u50cf\u4e00\u5f20\u5de8\u5927\u7684\u8718\u86db\u7f51&#xff0c;\u8bb0\u5f55\u7740\u77e5\u8bc6\u4e0e\u77e5\u8bc6\u4e4b\u95f4\u7684\u903b\u8f91\u5173\u7cfb&#xff08;\u6bd4\u5982\u201cA\u5bfc\u81f4\u4e86B\u201d&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h5>\u7b2c\u4e09\u90e8\u5206&#xff1a;\u6838\u5fc3\u529f\u80fd\u534f\u540c\u5de5\u4f5c\u6d41<\/h5>\n<p>\u73b0\u5728&#xff0c;\u8ba9\u6211\u4eec\u770b\u770b\u8fd9\u51e0\u4e2a\u6838\u5fc3\u529f\u80fd\u662f\u5982\u4f55\u50cf\u9f7f\u8f6e\u4e00\u6837\u534f\u540c\u8f6c\u52a8\u7684\u3002<\/p>\n<h6>1. ingest() &#8211; \u77e5\u8bc6\u7684\u201c\u6d88\u5316\u5438\u6536\u201d\u8fc7\u7a0b (\u4e8b\u5b9e\u9a8c\u8bc1\u7ba1\u9053)<\/h6>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">ingest<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> raw_content<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> source<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># &#8230;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> source <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>TRUSTED_SOURCES<span class=\"token punctuation\">:<\/span><br \/>\n        fragment<span class=\"token punctuation\">.<\/span>source_verified <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span><br \/>\n        fragment<span class=\"token punctuation\">.<\/span>confidence_score <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.9<\/span> <span class=\"token comment\"># &#8230;<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        fragment<span class=\"token punctuation\">.<\/span>source_verified <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span><br \/>\n        fragment<span class=\"token punctuation\">.<\/span>confidence_score <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.4<\/span> <span class=\"token comment\"># &#8230;<\/span><br \/>\n    <span class=\"token comment\"># &#8230;<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>short_term_repo<span class=\"token punctuation\">[<\/span>fragment<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> fragment<\/p>\n<ul>\n<li>\u6d41\u7a0b\u89e3\u8bfb&#xff1a;\n<li>\u4efb\u4f55\u5916\u90e8\u4fe1\u606f&#xff08;raw_content&#xff09;\u60f3\u8981\u8fdb\u5165\u5927\u8111&#xff0c;\u90fd\u5fc5\u987b\u5148\u901a\u8fc7\u8fd9\u4e2aingest\u51fd\u6570\u3002<\/li>\n<li>\u51fd\u6570\u4f1a\u68c0\u67e5\u4fe1\u606f\u7684source&#xff08;\u6765\u6e90&#xff09;\u3002<\/li>\n<li>\u5982\u679c\u6765\u6e90\u53ef\u9760&#xff08;\u5728TRUSTED_SOURCES\u5217\u8868\u91cc&#xff09;&#xff0c;\u5c31\u7ed9\u5b83\u6253\u4e0a\u201c\u5df2\u9a8c\u8bc1\u201d\u7684\u6807\u7b7e\u548c\u9ad8\u7f6e\u4fe1\u5ea6\u5206\u3002<\/li>\n<li>\u5982\u679c\u6765\u6e90\u672a\u77e5&#xff0c;\u5c31\u6807\u8bb0\u4e3a\u201c\u672a\u9a8c\u8bc1\u201d\u5e76\u7ed9\u4e88\u4f4e\u7f6e\u4fe1\u5ea6\u5206\u3002<\/li>\n<li>\u6700\u540e&#xff0c;\u6240\u6709\u7ecf\u8fc7\u201c\u7c97\u52a0\u5de5\u201d\u7684\u77e5\u8bc6&#xff0c;\u90fd\u88ab\u653e\u5165short_term_repo&#xff08;\u77ed\u671f\u8bb0\u5fc6\u5e93&#xff09;&#xff0c;\u7b49\u5f85\u4e0b\u4e00\u6b65\u5904\u7406\u3002<\/li>\n<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u601d\u60f3&#xff1a; \u5783\u573e\u8fdb&#xff0c;\u5783\u573e\u51fa\u3002\u901a\u8fc7\u5728\u5165\u53e3\u5904\u4e25\u63a7\u4fe1\u606f\u8d28\u91cf&#xff0c;\u6211\u4eec\u4ece\u6e90\u5934\u4e0a\u4fdd\u8bc1\u4e86AI\u77e5\u8bc6\u5e93\u7684\u7eaf\u51c0\u5ea6\u3002<\/p>\n<h6>2. consolidate_memory() &#8211; \u4ece\u201c\u8bb0\u4f4f\u201d\u5230\u201c\u638c\u63e1\u201d (\u5206\u5c42\u8bb0\u5fc6)<\/h6>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">consolidate_memory<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># &#8230;<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> frag_id<span class=\"token punctuation\">,<\/span> fragment <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>short_term_repo<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        importance_score <span class=\"token operator\">&#061;<\/span> fragment<span class=\"token punctuation\">.<\/span>confidence_score<br \/>\n        <span class=\"token keyword\">if<\/span> importance_score <span class=\"token operator\">&gt;&#061;<\/span> self<span class=\"token punctuation\">.<\/span>CONSOLIDATION_THRESHOLD<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># &#8230; \u4ece short_term_repo \u79fb\u52a8\u5230 long_term_archive<\/span><\/p>\n<ul>\n<li>\u6d41\u7a0b\u89e3\u8bfb&#xff1a;\n<li>\u8fd9\u4e2a\u51fd\u6570\u6a21\u62df\u4e86\u5927\u8111\u7684\u201c\u7761\u7720\u6574\u7406\u201d\u8fc7\u7a0b\u3002<\/li>\n<li>\u5b83\u4f1a\u904d\u5386\u6240\u6709\u77ed\u671f\u8bb0\u5fc6&#xff0c;\u5e76\u6839\u636e\u4e00\u4e2a\u6807\u51c6&#xff08;\u8fd9\u91cc\u7b80\u5316\u4e3a\u53ea\u770bconfidence_score&#xff09;\u6765\u5224\u65ad\u5176\u201c\u91cd\u8981\u6027\u201d\u3002<\/li>\n<li>\u53ea\u6709\u90a3\u4e9b\u8db3\u591f\u91cd\u8981\u7684\u8bb0\u5fc6&#xff0c;\u624d\u4f1a\u88ab\u4ece\u77ed\u671f\u5e93\u79fb\u52a8\u5230long_term_archive&#xff08;\u957f\u671f\u6863\u6848\u9986&#xff09;&#xff0c;\u6210\u4e3aAI\u6c38\u4e45\u77e5\u8bc6\u7684\u4e00\u90e8\u5206\u3002\u90a3\u4e9b\u4e0d\u91cd\u8981\u7684&#xff0c;\u5c31\u4f1a\u88ab\u7559\u5b58\u5728\u77ed\u671f\u5e93\u91cc&#xff0c;\u6700\u7ec8\u88ab\u201c\u9057\u5fd8\u201d&#xff08;\u5728\u771f\u5b9e\u7cfb\u7edf\u4e2d\u4f1a\u88ab\u6e05\u7406&#xff09;\u3002<\/li>\n<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u601d\u60f3&#xff1a; \u667a\u80fd\u4e0d\u662f\u8bb0\u4f4f\u4e00\u5207&#xff0c;\u800c\u662f\u77e5\u9053\u8be5\u8bb0\u4f4f\u4ec0\u4e48\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u786e\u4fdd\u4e86AI\u7684\u6838\u5fc3\u77e5\u8bc6\u5e93\u91cc\u90fd\u662f\u7cbe\u534e\u3002<\/p>\n<h6>3. query() &#8211; \u201c\u601d\u8003\u201d\u7684\u827a\u672f (\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u67e5\u8be2)<\/h6>\n<p>\u8fd9\u662f\u6574\u4e2a\u4ee3\u7801\u4e2d\u6700\u80fd\u4f53\u73b0\u201c\u667a\u80fd\u201d\u7684\u90e8\u5206\u3002<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">query<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> query_text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6b65\u9aa41: \u68c0\u7d22\u76f4\u63a5\u76f8\u5173\u7684\u6838\u5fc3\u4e8b\u5b9e<\/span><br \/>\n    <span class=\"token comment\"># &#8230; (\u4ece long_term_archive \u4e2d\u627e\u5230\u5339\u914d\u7684 fragment)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6b65\u9aa42: \u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u5173\u8054\u6269\u5c55<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> res <span class=\"token keyword\">in<\/span> direct_results<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># &#8230;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> res<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span> <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>knowledge_graph_relations<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> relation <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>knowledge_graph_relations<span class=\"token punctuation\">[<\/span>res<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token comment\"># &#8230; \u627e\u5230\u5173\u8054\u7684 target_id \u548c relation_type<\/span><br \/>\n                <span class=\"token comment\"># &#8230; \u4ece long_term_archive \u4e2d\u63d0\u53d6\u51fa\u5173\u8054\u7684\u77e5\u8bc6<\/span><\/p>\n<ul>\n<li>\u6d41\u7a0b\u89e3\u8bfb&#xff1a;\n<li>\u7b2c\u4e00\u6b65&#xff1a;\u627e\u5230\u201c\u70b9\u201d\u3002 \u5f53\u7528\u6237\u63d0\u95ee\u65f6&#xff0c;\u7cfb\u7edf\u9996\u5148\u50cf\u4f20\u7edf\u7684RAG\u4e00\u6837&#xff0c;\u5728\u957f\u671f\u8bb0\u5fc6\u5e93\u91cc\u627e\u5230\u4e0e\u95ee\u9898\u76f4\u63a5\u76f8\u5173\u7684\u51e0\u4e2a\u201c\u6838\u5fc3\u4e8b\u5b9e\u201d&#xff08;\u6211\u4eec\u79f0\u4e4b\u4e3a\u77e5\u8bc6\u56fe\u8c31\u7684\u201c\u8282\u70b9\u201d&#xff09;\u3002<\/li>\n<li>\u7b2c\u4e8c\u6b65&#xff1a;\u987a\u7740\u201c\u7ebf\u201d\u63a2\u7d22\u3002 \u8fd9\u662f\u9b54\u6cd5\u53d1\u751f\u7684\u5730\u65b9\u3002\u5bf9\u4e8e\u627e\u5230\u7684\u6bcf\u4e00\u4e2a\u6838\u5fc3\u4e8b\u5b9e&#xff0c;\u7cfb\u7edf\u4f1a\u53bb\u67e5\u8be2knowledge_graph_relations\u8fd9\u5f20\u201c\u5173\u7cfb\u7f51\u201d&#xff0c;\u770b\u770b\u5b83\u6709\u6ca1\u6709\u6307\u5411\u5176\u4ed6\u77e5\u8bc6\u7684\u201c\u7ebf\u201d\u3002<\/li>\n<li>\u4e3e\u4f8b&#xff1a; \u5982\u679c\u7cfb\u7edf\u627e\u5230\u4e86\u201c\u6838\u805a\u53d8\u662f\u592a\u9633\u80fd\u91cf\u7684\u6765\u6e90\u201d\u8fd9\u4e2a\u201c\u70b9\u201d&#xff0c;\u5b83\u4f1a\u901a\u8fc7\u5173\u7cfb\u7f51\u53d1\u73b0\u4e00\u6761\u7ebf&#xff0c;\u6307\u5411\u201c\u6838\u805a\u53d8\u53cd\u5e94\u4f1a\u91ca\u653e\u5de8\u5927\u80fd\u91cf\u201d\u8fd9\u4e2a\u53e6\u4e00\u4e2a\u201c\u70b9\u201d\u3002<\/li>\n<li>\u7b2c\u4e09\u6b65&#xff1a;\u5f62\u6210\u201c\u9762\u201d\u3002 \u6700\u540e&#xff0c;\u7cfb\u7edf\u5c06\u76f4\u63a5\u627e\u5230\u7684\u201c\u70b9\u201d\u548c\u901a\u8fc7\u5173\u7cfb\u7f51\u6269\u5c55\u51fa\u6765\u7684\u201c\u70b9\u201d\u7ec4\u5408\u5728\u4e00\u8d77&#xff0c;\u5f62\u6210\u4e00\u4e2a\u6709\u903b\u8f91\u3001\u6709\u6df1\u5ea6\u7684\u5b8c\u6574\u56de\u7b54&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u5b64\u7acb\u4e8b\u5b9e\u7684\u5806\u780c\u3002<\/li>\n<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u601d\u60f3&#xff1a; \u771f\u6b63\u7684\u7b54\u6848\u5f80\u5f80\u9690\u85cf\u5728\u77e5\u8bc6\u7684\u5173\u8054\u4e4b\u4e2d\u3002\u901a\u8fc7\u5229\u7528\u77e5\u8bc6\u56fe\u8c31&#xff0c;AI\u7684\u56de\u7b54\u4ece\u201c\u4e8b\u5b9e\u9648\u8ff0\u201d\u5347\u7ea7\u4e3a\u4e86\u201c\u903b\u8f91\u63a8\u7406\u201d\u3002<\/p>\n<hr \/>\n<h5>\u603b\u7ed3<\/h5>\n<p>\u901a\u8fc7\u8fd9\u4e2a\u7b80\u5355\u7684Python\u6c99\u76d8&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230&#xff1a;<\/p>\n<p>\u4e00\u4e2a\u9ad8\u7ea7AI\u8ba4\u77e5\u6838\u5fc3&#xff0c;\u5b83\u7684\u5f3a\u5927\u4e4b\u5904\u4e0d\u5728\u4e8e\u8bb0\u5fc6\u4e86\u591a\u5c11TB\u7684\u6570\u636e&#xff0c;\u800c\u5728\u4e8e\u5b83\u62e5\u6709\u4e00\u5957\u4f18\u96c5\u7684\u3001\u81ea\u6d3d\u7684\u77e5\u8bc6\u5904\u7406\u6d41\u7a0b&#xff1a;\u5b83\u61c2\u5f97\u8fa8\u522b\u771f\u4f2a&#xff08;Ingest&#xff09;&#xff0c;\u61c2\u5f97\u53d6\u820d\u8f7b\u91cd&#xff08;Consolidate&#xff09;&#xff0c;\u66f4\u61c2\u5f97\u878d\u4f1a\u8d2f\u901a&#xff08;Query with 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