{"id":99102,"date":"2026-09-01T23:42:28","date_gmt":"2026-09-01T15:42:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99102.html"},"modified":"2026-09-01T23:42:28","modified_gmt":"2026-09-01T15:42:28","slug":"%e3%80%90ai-%e5%ba%94%e7%94%a8-%e7%99%bd%e8%af%9d%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%88%e7%af%87%e4%b8%83%ef%bc%89%e3%80%91%e3%80%8a%e4%b8%ba-agent-%e9%93%b8%e9%80%a0%e6%97%b6%e9%97%b4%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99102.html","title":{"rendered":"\u3010AI \u5e94\u7528 -- \u767d\u8bdd\u5927\u6a21\u578b\uff08\u7bc7\u4e03\uff09\u3011\u300a\u4e3a Agent \u94f8\u9020\u65f6\u95f4\u8bb0\u5fc6\uff1a\u7f13\u5b58\u3001\u6301\u4e45\u5b58\u50a8\u4e0e\u9057\u5fd8\u6cd5\u5219---\u8fa8\u6790\u957f\u77ed\u8bb0\u5fc6\uff0c\u89e3\u6790\u8bed\u4e49\u3001\u60c5\u666f\u4e0e\u7a0b\u5e8f\u8bb0\u5fc6\uff0c\u8d70\u5b8c\u8bb0\u5fc6\u5b8c\u6574\u751f\u547d\u5468\u671f\uff0c\u501f\u52a9 Mem0 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\u5728\u672a\u6765&#xff0c;\u597d\u7684\u8bbe\u8ba1\u4e0d\u662f\u8ffd\u6c42\u201c\u96f6\u4ecb\u2f0a\u201d&#xff0c;\u2f7d\u662f\u8ffd\u6c42\u201c\u7cbe\u51c6\u4ecb\u2f0a\u201d\u2014\u2014\u5373\u5728\u5173\u952e\u51b3\u7b56\u70b9\u5f15\u2f0a\u6700\u2fbc\u8d28\u91cf\u7684\u2f08\u7c7b\u5224\u65ad&#xff0c;\u2f64\u6700\u2f29\u7684\u2f32\u9884\u6210\u672c&#xff0c;\u6362\u53d6\u6700\u2f24\u7684\u7cfb\u7edf\u5b89\u5168\u6027\u548c\u793e\u4f1a\u4fe1\u4efb\u5ea6\u3002<\/p>\n<hr \/>\n<h3>3.\u2f08\u2f2f\u4ecb\u2f0a\u7684\u57fa\u672c\u2f2f\u4f5c\u6d41\u7a0b<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"430\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154224-6a96f260a5c53.png\" width=\"885\" \/><\/p>\n<p>\u4e3e\u4e2a\u53d1\u7968\u7684\u4f8b\u5b50\u8fdb\u884c\u8bf4\u8bf4\u660e&#xff1a;<\/p>\n<p>\u7528\u6237\u67e5\u8be2 &#8211;&gt;\u00a0Agent&#xff1a;\u8d22\u52a1\u4eba\u5458\u8bf4&#034;\u5e2e\u6211\u5ba1\u6838\u4eca\u5929\u62a5\u9500\u768450\u5f20\u53d1\u7968&#034;<\/p>\n<p>LLM\u601d\u8003\u5c42&#xff1a;AI\u81ea\u52a8\u8bc6\u522b\u6bcf\u5f20\u53d1\u7968\u7684\u516c\u53f8\u540d\u79f0\u3001\u7a0e\u53f7\u3001\u91d1\u989d\u3001\u65e5\u671f\u3001\u53d1\u7968\u4ee3\u7801<\/p>\n<p>\u5224\u65ad\u662f\u5426\u9700\u8981\u4eba\u5de5\u4ecb\u5165&#xff1a;AI\u68c0\u67e5\u662f\u5426\u6709\u5f02\u5e38\u60c5\u51b5<\/p>\n<p>\u65e0\u9700\u4ecb\u5165\u5219\u6267\u884c&#xff1a;\u6240\u6709\u53d1\u7968\u4fe1\u606f\u5b8c\u6574\u91d1\u989d\u6b63\u5e38&#xff0c;AI\u81ea\u52a8\u6807\u8bb0\u5ba1\u6838\u901a\u8fc7\u5b8c\u6210\u5165\u8d26<\/p>\n<p>\u9700\u8981\u4ecb\u5165\u5219\u89e6\u53d1\u65ad\u70b9&#xff1a;\u53d1\u73b0\u67d0\u5f20\u53d1\u7968\u91d1\u989d10\u4e07\u8d85\u51fa\u5e38\u89c4\u6216\u7a0e\u53f7\u4e0d\u5339\u914d\u6216\u53d1\u7968\u4ee3\u7801\u67e5\u4e0d\u5230&#xff0c;\u89e6\u53d1\u4eba\u5de5\u4ecb\u5165<\/p>\n<p>\u4fdd\u5b58\u73b0\u573a&#xff1a;AI\u8bb0\u5f55\u5df2\u5ba1\u683849\u5f20\u5361\u5728\u7b2c50\u5f20&#xff0c;\u53d1\u7968\u4ee3\u7801XXX\u91d1\u989d10\u4e07\u7cfb\u7edf\u8bc6\u522b\u4e3a\u53ef\u7591<\/p>\n<p>\u4eba\u5de5\u4ecb\u5165&#xff1a;\u8d22\u52a1\u4e3b\u7ba1\u6536\u5230\u901a\u77e5\u4eba\u5de5\u67e5\u770b\u8fd9\u5f20\u53d1\u7968<\/p>\n<p>\u4e09\u79cd\u5904\u7406\u65b9\u5f0f&#xff1a;\u540c\u610f\u5219\u4e3b\u7ba1\u786e\u8ba4\u7279\u6b8a\u4e1a\u52a1AI\u7ee7\u7eed\u6267\u884c\u901a\u8fc7&#xff1b;\u62d2\u7edd\u5219\u4e3b\u7ba1\u53d1\u73b0\u5047\u53d1\u7968\u62d2\u7edd\u62a5\u9500AI\u8bb0\u5f55\u9a73\u56de\u539f\u56e0&#xff1b;\u7f16\u8f91\u5b8c\u5584\u4fe1\u606f\u5219\u4e3b\u7ba1\u53d1\u73b0\u7a0e\u53f7\u5c11\u4e00\u4f4d\u4fee\u6b63\u540eAI\u7ee7\u7eed\u5904\u7406<\/p>\n<p>\u6062\u590d\u73b0\u573a&#xff1a;AI\u4ece\u7b2c50\u5f20\u53d1\u7968\u7ee7\u7eed\u6309\u4e3b\u7ba1\u51b3\u7b56\u5b8c\u6210\u540e\u7eed\u64cd\u4f5c<\/p>\n<p>\u6267\u884c&#xff1a;\u5168\u90e850\u5f20\u53d1\u7968\u5904\u7406\u5b8c\u6bd5\u751f\u6210\u6700\u7ec8\u5ba1\u6838\u62a5\u544a<\/p>\n<p>\u2f08\u7c7b\u5ba1\u6838\u65f6\u5f80\u5f80\u67093\u79cd\u9009\u62e9&#xff0c;\u6bcf\u79cd\u5bf9\u5e94\u4e0d\u540c\u7684 Agent \u2f8f\u4e3a&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"220\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154224-6a96f260c3513.png\" width=\"556\" \/><\/p>\n<hr \/>\n<h3>4.HITL \u7684\u6838\u2f3c\u6b65\u9aa4<\/h3>\n<p>HITL\u6a21\u5f0f\u4e3b\u8981\u6709\u4e09\u6b65&#xff1a;<\/p>\n<li>\u4e2d\u65ad&#xff1a;\u6d41\u7a0b\u5728\u91cd\u8981\u8282\u70b9\u5148\u6682\u505c&#xff0c;\u4e0d\u7ee7\u7eed\u6267\u2f8f\u3002<\/li>\n<li>\u4fdd\u5b58&#xff1a;\u628a\u73b0\u573a\u6240\u6709\u72b6\u6001\u90fd\u8bb0\u4f4f&#xff0c;\u2f45\u4fbf\u540e\u7eed\u6062\u590d\u3002<\/li>\n<li>\u6062\u590d&#xff1a;\u7b49\u2f08\u7c7b\u5ba1\u6838\u786e\u8ba4\u540e&#xff0c;\u6d41\u7a0b\u518d\u63a5\u7740\u2f9b\u3002<\/li>\n<hr \/>\n<h3>5.HITL \u7684\u89e6\u53d1\u673a\u5236<\/h3>\n<p>\u89e6\u53d1\u673a\u5236\u662f HITL \u7684\u2ed4\u7981&#xff0c;\u5e38\u2ec5\u7684\u6709\u56db\u79cd\u903b\u8f91&#xff1a;<\/p>\n<ul>\n<li>\u654f\u611f\u52a8\u4f5c\u89e6\u53d1 (High-Stakes Actions)&#xff1a; \u6d89\u53ca\u8f6c\u8d26\u3001\u5220\u9664\u6570\u636e\u3001\u6cd5\u5f8b\u534f\u8bae\u7b7e\u7f72\u7b49\u4e0d\u53ef\u9006\u7684\u201c\u7ea2\u7ebf\u201d\u64cd\u4f5c\u3002<\/li>\n<li>\u4e1a\u52a1\u903b\u8f91\u89e6\u53d1 (Guardrails)&#xff1a; \u8fdd\u53cd\u4e86\u9884\u8bbe\u7684\u786c\u89c4\u5219&#xff08;\u5982&#xff1a;\u9884\u7b97\u8d85\u6807\u3001\u5b57\u6570\u8d85\u9650\u3001\u5305\u542b\u654f\u611f\u8bcd&#xff09;\u3002<\/li>\n<li>\u5f02\u5e38\u6b7b\u5faa\u73af\u89e6\u53d1 (Loop Detection)&#xff1a; AI \u8fde\u7eed\u591a\u6b21\u5c1d\u8bd5\u540c\u2f00\u9519\u8bef\u64cd\u4f5c\u2f46\u6cd5\u8df3\u51fa\u65f6&#xff0c;\u5f3a\u5236\u8bf7\u6c42\u2f08\u2f2f\u63a5\u7ba1\u3002<\/li>\n<li>\u4f4e\u7f6e\u4fe1\u5ea6\u89e6\u53d1 (Low Confidence)&#xff1a; AI \u5bf9\u5f53\u524d\u51b3\u7b56\u7684\u6982\u7387\u8bc4\u5206\u4f4e\u4e8e\u8bbe\u5b9a\u9608\u503c&#xff08;\u4f8b\u5982 P &lt; 0.8&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>6.\u5b9e\u6218-\u4f53\u9a8c\u4e0b\u2f08\u2f2f\u4ecb\u2f0a<\/h3>\n<p>\u63d0\u793a\u8bcd\u5982\u4e0b&#xff1a;<\/p>\n<p># \u9879\u2f6c&#xff1a;\u4e2a\u2f08\u5bfc\u822a\u2f79\u7ad9<br \/>\n## \u9879\u2f6c\u80cc\u666f<br \/>\n\u6211\u9700\u8981\u2f00\u4e2a\u7b80\u6d01\u3001\u7f8e\u89c2\u7684\u4e2a\u2f08\u5bfc\u822a\u2f79\u7ad9&#xff0c;\u2f64\u6765\u96c6\u4e2d\u7ba1\u7406\u2f47\u5e38\u2f2f\u4f5c\u548c\u5b66\u4e60\u5e38\u2f64\u7684\u2f79\u7ad9\u94fe\u63a5\u3002<br \/>\n## \u6838\u2f3c\u529f\u80fd\u9700\u6c42<br \/>\n1. **\u2f79\u7ad9\u5c55\u2f70**&#xff1a;\u4ee5\u5361\u2f5a\u2f79\u683c\u5c55\u2f70\u6240\u6709\u2f79\u7ad9&#xff0c;\u5361\u2f5a\u5305\u542b\u540d\u79f0\u3001\u2f79\u5740\u548c\u56fe\u6807\u3002<br \/>\n2. **\u4f18\u5148\u7ea7\u6392\u5e8f**&#xff1a;\u2f40\u6301\u8bbe\u7f6e\u201c\u2fbc\u3001\u4e2d\u3001\u4f4e\u201d\u4f18\u5148\u7ea7&#xff0c;\u2fbc\u4f18\u5148\u7ea7\u6392\u5728\u524d\u2faf\u3002<br \/>\n3. **\u70b9\u51fb\u7edf\u8ba1**&#xff1a;\u2f83\u52a8\u8bb0\u5f55\u6bcf\u4e2a\u2f79\u7ad9\u7684\u70b9\u51fb\u6b21\u6570&#xff0c;\u5e76\u2f40\u6301\u6309\u70b9\u51fb\u91cf\u6392\u5e8f\u3002<br \/>\n4. **\u6570\u636e\u6301\u4e45\u5316**&#xff1a;\u4f7f\u2f64\u6d4f\u89c8\u5668\u7684 &#096;localStorage&#096; \u4fdd\u5b58\u6570\u636e&#xff0c;\u5237\u65b0\u4e0d\u4e22\u5931\u3002<br \/>\n## \u6280\u672f\u7ea6\u675f<br \/>\n&#8211; \u7eaf\u524d\u7aef&#xff1a;HTML &#043; CSS &#043; JavaScript\u3002<br \/>\n&#8211; \u754c\u2faf\u9002\u914d\u79fb\u52a8\u7aef\u548c\u684c\u2faf\u7aef\u3002<br \/>\n## \u2fae\u529f\u80fd\u9700\u6c42<br \/>\n&#8211; \u52a0\u8f7d\u901f\u5ea6\u5feb&#xff0c;UI \u73b0\u4ee3\u7b80\u6d01\u3002<br \/>\n## \u2f2f\u4f5c\u6d41\u8981\u6c42<br \/>\n1. **\u8ba1\u5212\u2f63\u6210\u4e0e\u2f42\u4ef6\u8f93\u51fa**&#xff1a;\u5728\u7f16\u5199\u4efb\u4f55\u4ee3\u7801\u524d&#xff0c;\u8bf7\u5148\u5206\u6790\u9700\u6c42\u5e76\u2f63\u6210\u2f00\u4efd\u8be6\u7ec6\u7684\u5f00\u53d1\u8ba1\u5212&#xff08;\u5305\u542b\u6280<br \/>\n\u672f\u9009\u578b\u3001UI\u8bbe\u8ba1\u3001\u6570\u636e\u7ed3\u6784\u3001\u5b9e\u73b0\u6b65\u9aa4&#xff09;\u3002**\u9664\u4e86\u5728\u5bf9\u8bdd\u4e2d\u8f93\u51fa\u8ba1\u5212\u6458\u8981\u5916&#xff0c;\u4f60\u5fc5\u987b\u540c\u65f6\u5c06\u5b8c\u6574\u7684\u8ba1\u5212<br \/>\n\u5185\u5bb9\u5199\u2f0a\u9879\u2f6c\u6839\u2f6c\u5f55\u4e0b\u7684 &#096;plan.md&#096; \u2f42\u4ef6\u4e2d**&#xff08;\u5982\u679c\u9879\u2f6c\u6ca1\u6709\u6839\u2f6c\u5f55&#xff0c;\u5219\u5728\u5f53\u524d\u2f2f\u4f5c\u533a\u6839\u2f6c\u5f55\u521b<br \/>\n\u5efa&#xff09;\u3002\u8ba1\u5212\u2f42\u4ef6\u5e94\u4f7f\u2f64\u6807\u51c6 Markdown \u683c\u5f0f&#xff0c;\u7ed3\u6784\u6e05\u6670\u3002<br \/>\n2. **\u6682\u505c\u7b49\u5f85\u786e\u8ba4**&#xff1a;\u5b8c\u6210\u8ba1\u5212\u8f93\u51fa\u548c\u2f42\u4ef6\u5199\u2f0a\u540e&#xff0c;**\u5fc5\u987b\u6682\u505c**&#xff0c;\u660e\u786e\u63d0\u2f70\u201c\u8ba1\u5212\u5df2\u5199\u2f0a<br \/>\nplan.md&#xff0c;\u8bf7\u5ba1\u6838\u786e\u8ba4\u540e\u518d\u7ee7\u7eed\u201d&#xff0c;\u7b49\u5f85\u6211\u5ba1\u6838\u6216\u63d0\u51fa\u4fee\u6539\u610f\u2ec5\u3002\u5728\u6211\u660e\u786e\u56de\u590d\u201c\u786e\u8ba4\u201d\u4e4b\u524d&#xff0c;\u4e0d\u5f97\u5f00\u59cb<br \/>\n\u7f16\u7801\u3002<br \/>\n3. **\u786e\u8ba4\u540e\u2f83\u52a8\u6267\u2f8f**&#xff1a;\u5728\u6211\u786e\u8ba4\u540e&#xff0c;\u8bf7\u2f00\u6b21\u6027\u5b8c\u6210\u5168\u90e8\u4ee3\u7801\u5f00\u53d1&#xff0c;\u2f46\u9700\u4e2d\u9014\u6c47\u62a5\u3002\u5982\u679c\u6211\u9700\u8981\u8c03<br \/>\n\u6574&#xff0c;\u4f1a\u968f\u65f6\u4e3b\u52a8\u63d0\u51fa&#xff0c;\u4f60\u53ef\u4ee5\u968f\u65f6\u54cd\u5e94\u5e76\u4fee\u6539\u3002 <\/p>\n<p>1. \u6211\u4eec\u542f\u52a8Trae&#xff0c;Agent\u6a21\u5f0f\u642d\u5efa\u2f00\u4e2a\u4e2a\u2f08\u5bfc\u822a\u2f79\u7ad9<\/p>\n<p>\u65b0\u5efa\u6587\u4ef6\u9009\u62e9Agent\u6a21\u5f0f<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"236\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154224-6a96f260cf543.png\" width=\"578\" \/><\/p>\n<p>2. \u53ef\u4ee5\u770b\u5230\u8ba1\u5212\u5df2\u7ecf\u5199\u2f0a\u5230\u2f42\u4ef6<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1213\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154224-6a96f260dbd23.png\" width=\"509\" \/><\/p>\n<hr \/>\n<p>3. \u660e\u786e\u63d0\u51fa\u6765\u9700\u8981\u6211\u4eec\u5ba1\u6838\u2f45\u6848<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"289\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154225-6a96f261107f1.png\" width=\"486\" \/><\/p>\n<hr \/>\n<p>4. \u6211\u4eec\u5ba1\u6838\u2f45\u6848\u95ee\u9898&#xff0c;\u8fdb\u884c\u63d0\u793a\u4fee\u6539&#xff1a;<\/p>\n<p>\u2f45\u6848\u6709\u95ee\u9898<br \/>\n1. \u6211\u4eec\u8fde\u4e0d\u4e0a\u2f95\u6b4c<br \/>\n2. \u660e\u786e\u2f63\u621050\u6761\u4ee5\u4e0a\u7684\u6f14\u2f70\u6570\u636e&#xff0c;\u9700\u8981\u770b\u4e0b\u6548\u679c <\/p>\n<hr \/>\n<p>5. \u7b49\u5f85\u2f45\u6848\u66f4\u65b0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1196\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154225-6a96f2611e668.png\" width=\"520\" \/><\/p>\n<hr \/>\n<p>6. \u66f4\u65b0\u5b8c\u6210\u540e&#xff0c;\u6211\u4eec\u68c0\u67e5\u2f45\u6848\u6ca1\u6709\u95ee\u9898\u5c31\u5f00\u59cb\u6267\u2f8f<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"75\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154225-6a96f26146ec0.png\" width=\"480\" \/><\/p>\n<hr \/>\n<p>7. \u6211\u4eec\u770b\u4e0b\u6548\u679c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1028\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154225-6a96f2614f54b.png\" width=\"1894\" \/><\/p>\n<hr \/>\n<h2>\u4e8c.\u8bb0\u5fc6\u7ba1\u7406&#xff08;Memory&#xff09;<\/h2>\n<h3>1.Memory\u662f\u4ec0\u4e48<\/h3>\n<p><span style=\"color:#fe2c24\"><span style=\"background-color:#ffd900\">Agent Memory&#xff0c;\u5373AI\u667a\u80fd\u4f53\u7684\u8bb0\u5fc6\u7cfb\u7edf&#xff0c;\u662f\u4e13\u2ed4\u4e3aAI\u667a\u80fd\u4f53&#xff08;Agent&#xff09;\u8bbe\u8ba1\u7684\u3001\u80fd\u591f\u8de8\u4f1a\u8bdd\u3001\u8de8\u4efb\u52a1\u6301\u4e45\u4fdd\u7559\u548c\u53ec\u56de\u4fe1\u606f\u7684\u5916\u90e8\u8bb0\u5fc6\u673a\u5236.<\/span><\/span> \u6ca1\u6709\u8bb0\u5fc6\u7684Agent&#xff0c;\u5c31\u50cf\u2f00\u4f4d\u6bcf\u5929\u91cd\u7f6e\u7684\u4e34\u65f6\u2f2f\u2014\u2014\u4f60\u6bcf\u6b21\u5f00\u2f1d&#xff0c;\u4ed6\u90fd\u4f1a\u793c\u8c8c\u5730\u95ee&#xff1a;\u201c\u60a8\u597d&#xff0c;\u8bf7\u95ee\u60a8\u8d35\u59d3&#xff1f;\u201d\u4f60\u544a\u8bc9\u4ed6\u201c\u59d3\u738b\u201d&#xff0c;\u4e94\u5206\u949f\u540e\u6362\u4e86\u4e2a\u8bdd\u9898&#xff0c;\u4ed6\u518d\u95ee&#xff1a;\u201c\u60a8\u597d&#xff0c;\u8bf7\u95ee\u60a8\u8d35\u59d3&#xff1f;\u201d\u4ed6\u4ece\u4e0d\u7559\u4efb\u4f55\u8bb0 \u5f55&#xff0c;\u6bcf\u2f00\u6b21\u5bf9\u8bdd\u90fd\u662f\u5168\u65b0\u7684\u5f00\u59cb\u3002 \u6709\u8bb0\u5fc6\u7684Agent&#xff0c;\u5219\u50cf\u2f00\u4f4d\u968f\u2f9d\u643a\u5e26\u201c\u5168\u80fd\u6863\u6848\u5939\u201d\u7684\u4e13\u5c5e\u79d8\u4e66&#xff1a;<\/p>\n<ul>\n<li>\u2f50\u5982\u4f60\u4eca\u5929\u8ddf\u4ed6\u8bf4\u201c\u6211\u559c\u6b22\u9760\u7a97\u7684\u5ea7\u4f4d\u201d\u201c\u5bf9\u8292\u679c\u8fc7\u654f\u201d&#xff0c;\u4ed6\u5f53\u573a\u8bb0\u4e0b&#xff1b;\u660e\u5929\u4f60\u518d\u8ba9\u4ed6\u8ba2\u673a\u7968&#xff0c;\u4ed6\u4f1a\u76f4\u63a5\u95ee&#xff1a;\u201c\u8fd8\u662f\u9760\u7a97\u5417&#xff1f;\u201d\u540e\u5929\u4f60\u8ba9\u4ed6\u63a8\u8350\u9910\u5385&#xff0c;\u4ed6\u4f1a\u4e3b\u52a8\u63d0\u9192&#xff1a;\u201c\u60a8\u5bf9\u8292\u679c\u8fc7\u654f&#xff0c;\u8fd9\u5bb6\u751c\u54c1\u6ca1\u6709\u8292\u679c&#xff0c;\u53ef\u4ee5\u653e\u2f3c\u3002\u201d<\/li>\n<li>\u66f4\u5389\u5bb3\u7684\u662f&#xff0c;\u8fd9\u4e2a\u6863\u6848\u5939\u662f\u6301\u7eed\u7d2f\u79ef\u7684\u2014\u2014\u4f60\u4e09\u4e2a\u2f49\u524d\u968f\u2f1d\u63d0\u8fc7\u201c\u8ba8\u538c\u5608\u6742\u7684\u73af\u5883\u201d&#xff0c;\u73b0\u5728\u8ba9\u4ed6\u627e\u5496\u5561\u9986&#xff0c;\u4ed6\u4f1a\u907f\u5f00\u70ed\u2ed4\u2f79\u7ea2\u5e97&#xff0c;\u53ea\u63a8\u8350\u5b89\u9759\u7684\u2ec6\u843d\u3002\u4ed6\u4e0d\u9700\u8981\u7ffb\u4ec0\u4e48\u201c\u7b14\u8bb0\u672c\u201d\u6216\u201c\u4fbf\u7b7e\u201d&#xff0c;\u53ea\u9700\u770b\u2f00\u773c\u90a3\u672c\u7edf\u2f00\u7684\u6863\u6848&#xff0c;\u6240\u6709\u4fe1\u606f\u2f83\u7136\u6d6e\u73b0\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"461\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f26203bb3.png\" width=\"433\" \/><\/p>\n<hr \/>\n<h3>2.\u4e3a\u4ec0\u4e48\u9700\u8981\u8bb0\u5fc6<\/h3>\n<p>1. LLM\u6ca1\u6709\u72b6\u6001<\/p>\n<p><span style=\"color:#fe2c24\">\u2f24\u8bed\u2f94\u6a21\u578b\u4ece\u6839\u672c\u4e0a\u662f\u2f46\u72b6\u6001\u7684<\/span>\u3002\u53d1\u9001\u2f00\u6761\u6d88\u606f\u4ea7\u2f63\u2f00\u4e2a\u56de\u590d&#xff0c;\u6bcf\u6b21\u65b0\u5bf9\u8bdd\u90fd\u662f\u2f00\u5757\u2f69\u677f\u3002 \u8fd9\u662f\u56e0\u4e3a\u6a21\u578b\u672c\u2f9d\u5c31\u662f\u2f00\u4e2a\u5de8\u578b\u51fd\u6570&#xff1a;\u8f93\u2f0a\u8fdb\u53bb&#xff0c;token \u51fa\u6765&#xff0c;\u6a21\u578b\u6743\u91cd\u4e2d\u6ca1\u6709\u4efb\u4f55\u6301\u4e45\u5316\u5b58\u50a8\u80fd\u5728\u4f1a\u8bdd\u4e4b\u95f4\u4fdd\u7559\u5bf9\u8bdd\u5386\u53f2\u3002\u7b80\u5355\u804a\u5929\u673a\u5668\u2f08\u4e0d\u5728\u4e4e\u8fd9\u2f00\u70b9\u3002\u8ba9\u5b83\u5199\u2f00\u5c01\u6c42\u804c\u4fe1&#xff0c;\u5199\u5b8c\u5c31\u7ed3\u675f\u4e0d\u9700\u8981\u8fde\u7eed\u6027\u3002 <span style=\"color:#fe2c24\">Agent \u2faf\u5bf9\u7684\u60c5\u51b5\u622a\u7136\u4e0d\u540c<\/span>\u3002\u5b83\u4eec\u9700\u8981\u5904\u7406\u2ed3\u671f\u8fd0\u2f8f\u7684\u4efb\u52a1&#xff0c;\u5728\u65f6\u95f4\u63a8\u79fb\u4e2d\u5b66\u4e60\u2f64\u2f3e\u504f\u597d&#xff0c;\u8de8\u591a\u4e2a\u4f1a\u8bdd\u4e0e\u5176\u4ed6 agent \u534f\u4f5c\u3002\u2f46\u72b6\u6001\u6027\u6784\u6210\u4e86\u6839\u672c\u6027\u969c\u788d&#xff0c;\u6ca1\u6709\u2f08\u80fd\u63a5\u53d7\u2f00\u4e2a\u6bcf\u5468\u2f00\u65e9\u4e0a\u90fd\u8981\u91cd\u65b0\u2f83\u6211\u4ecb\u7ecd\u7684\u4e2a\u2f08\u52a9\u7406\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"341\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f26222d70.png\" width=\"339\" \/><\/p>\n<hr \/>\n<p>2. \u4e0a\u4e0b\u2f42\u95ee\u9898<\/p>\n<p>\u6700\u521d\u4e1a\u754c\u8ba4\u4e3a\u53ef\u4ee5\u2f64\u5de8\u2f24\u7684\u4e0a\u4e0b\u2f42\u7a97\u2f1d\u586b\u6ee1\u6240\u6709\u4fe1\u606f&#xff0c;\u4f46\u73b0\u5b9e\u51fb\u788e\u4e86\u8fd9\u79cd\u5e7b\u60f3&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u4e0b\u2f42\u8150\u70c2&#xff1a;\u5f53\u4e0a\u4e0b\u2f42\u4e2d\u5305\u542b\u2f24\u91cf\u4e0e\u5f53\u524d\u4efb\u52a1\u2f46\u5173\u7684\u4fe1\u606f\u65f6&#xff0c;\u6a21\u578b\u9700\u8981\u5728\u66f4\u2f24\u7684\u4fe1\u606f\u7a7a\u95f4\u4e2d\u5bfb\u627e\u76f8\u5173\u5185\u5bb9&#xff0c;\u6ce8\u610f\u2f12\u8d44\u6e90\u88ab\u5206\u6563&#xff0c;\u5bb9\u6613\u51fa\u73b0\u5173\u952e\u4fe1\u606f\u9057\u6f0f\u3001\u6307\u4ee4\u9075\u5faa\u80fd\u2f12\u4e0b\u964d\u4ee5\u53ca\u63a8\u7406\u8d28\u91cf\u4e0b\u964d\u7b49\u95ee\u9898&#xff0c;\u2f50\u5982\u4f60\u585e\u7ed9\u5b83 100 \u4e07\u5b57\u7684\u5bf9\u8bdd\u5386\u53f2&#xff0c;\u2fa5\u2faf 99% \u662f\u5e9f\u8bdd\u3001\u91cd\u590d\u3001\u2f46\u5173\u4fe1\u606f\u3002\u6a21\u578b\u770b\u82b1\u4e86\u773c&#xff0c;\u6ce8\u610f\u2f12\u88ab\u7a00\u91ca&#xff0c;\u8be5\u8bb0\u4f4f\u7684\u5173\u952e\u4fe1\u606f&#xff08;\u2f50\u5982\u201c\u2f64\u2f3e\u8981\u6c42\u2f64\u6444\u2f52\u5ea6\u2f7d\u4e0d\u662f\u534e\u2f52\u5ea6\u201d&#xff09;\u53cd\u2f7d\u88ab\u6df9\u6ca1\u4e86\u3002<\/li>\n<\/ul>\n<p>\u5b66\u672f\u754c\u5e38\u2ec5\u73b0\u8c61&#xff1a;<\/p>\n<ul>\n<li>Lost in the Middle&#xff08;\u4e2d\u95f4\u5185\u5bb9\u9057\u5fd8&#xff09; &#xff1a;\u5f53\u5173\u952e\u4fe1\u606f\u4f4d\u4e8e\u4e0a\u4e0b\u2f42\u7a97\u2f1d\u7684\u6b63\u4e2d\u95f4\u65f6&#xff0c;\u6a21\u578b\u7684\u53ec\u56de\u7387&#xff08;\u51c6\u786e\u7387&#xff09;\u4f1a\u8dcc\u5230\u6700\u4f4e\u70b9&#xff0c;\u751a\u2f84\u4e0d\u5982\u628a\u5173\u952e\u4fe1\u606f\u653e\u5728\u5f00\u5934&#xff08;Primacy\u6548\u5e94&#xff09;\u6216\u7ed3\u5c3e&#xff08;Recency\u6548\u5e94&#xff09;\u3002<\/li>\n<li>Attention Dilution&#xff08;\u6ce8\u610f\u2f12\u7a00\u91ca&#xff09; &#xff1a;\u5f53\u2f46\u5173\u7684\u5e9f\u8bdd\u8d8a\u591a&#xff0c;\u6a21\u578b\u5c31\u5fc5\u987b\u628a\u539f\u672c\u96c6\u4e2d\u5728\u201c\u5173\u952e\u4fe1\u606f\u201d\u4e0a\u7684\u6982\u7387\u6743\u91cd&#xff0c;\u5f3a\u2f8f\u5206\u7ed9\u6210\u5343\u4e0a\u4e07\u4e2a\u2f46\u610f\u4e49\u7684\u8bcd\u8bed&#xff08;\u5982\u201c\u7684\u3001\u4e86\u3001\u55ef\u3001\u2f7d\u4e14\u201d&#xff09;\u3002<\/li>\n<li>Context Interference&#xff08;\u4e0a\u4e0b\u2f42\u2f32\u6270&#xff09;&#xff1a;\u2f46\u5173\u4fe1\u606f\u4e0d\u4ec5\u4ec5\u5360\u4f4d\u7f6e&#xff0c;\u5b83\u4eec\u5305\u542b\u7684\u8bed\u4e49\u7279\u5f81&#xff08;Semantic Features&#xff09;\u5728\u6a21\u578b\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\u4e0e\u6709\u6548\u4fe1\u606f\u4ea7\u2f63\u4e86\u8d1f\u5411\u4ea4\u4e92&#xff08;NegativeInterference&#xff09;\u3002\u4f60\u7ed9\u2f00\u7fa4\u2f08\u5f00\u4e86\u4e2a\u201c\u8de8\u90e8\u2ed4\u8fa9\u8bba\u4f1a\u201d\u3002\u7b2c\u2f00\u4e2a\u53d1\u2f94\u7684\u2f08\u8bf4\u201c\u2f64\u2f3e\u559c\u6b22\u7b80\u6d01\u7b54\u6848\u201d&#xff0c;\u7b2c\u2f06\u4e2a\u2f08\u8bf4\u201c\u2f64\u2f3e\u662f\u2f8f\u4e1a\u4e13\u5bb6&#xff0c;\u9700\u8981\u8be6\u5c3d\u5206\u6790\u201d&#xff0c;\u7b2c\u4e09\u4e2a\u2f08\u2f1c\u8bf4\u201c\u2f64\u2f3e\u4eca\u5929\u8d76\u65f6\u95f4&#xff0c;\u8d8a\u5feb\u8d8a\u597d\u201d\u3002\u5b83\u4eec\u4e09\u4e2a\u5728\u4f1a\u8bae\u5ba4\u2fa5\u4e92\u76f8\u6253\u67b6\u3002<\/li>\n<\/ul>\n<p>\u7814\u7a76\u8005\u5c06\u8fd9\u79cd\u73b0\u8c61\u79f0\u4e3a\u201c\u4e0a\u4e0b\u2f42\u8150\u70c2\u201d&#xff08;Context Rot&#xff09;\u3002<span style=\"color:#fe2c24\"><span style=\"background-color:#ffd900\">\u5b83\u7684\u672c\u8d28\u4e0d\u662f\u201c\u4fe1\u606f\u53d8\u65e7\u4e86\u201d&#xff0c;\u2f7d\u662f<\/span> <span style=\"background-color:#ffd900\">\u201c\u4fe1\u566a\u2f50&#xff08;Signal-to-Noise Ratio&#xff09;\u6025\u5267\u4e0b\u964d\u201d<\/span><\/span>\u3002\u5f53\u4e0a\u4e0b\u2f42\u81a8\u80c0\u65f6&#xff0c;\u6a21\u578b\u7684\u6ce8\u610f\u2f12\u5934&#xff08;Attention Heads&#xff09;\u88ab\u8feb\u5206\u914d\u2f24\u91cf\u6743\u91cd\u53bb\u5904\u7406\u2f46\u5173\u7684\u566a\u2fb3\u3002\u7ed3\u679c\u5c31\u662f&#xff0c;\u6a21\u578b\u4e3a\u4e86\u201c\u770b\u5b8c\u201d\u6240\u6709\u5185\u5bb9&#xff0c;\u4e0d\u5f97\u4e0d\u538b \u7f29\u4fe1\u606f\u7684\u5185\u90e8\u8868\u5f81&#xff08;Representation Compression&#xff09;&#xff0c;\u8fd9\u79cd\u538b\u7f29\u8fc7\u7a0b\u4f1a\u76f4\u63a5\u62b9\u53bb\u7ec6\u5fae\u4f46\u5173\u952e\u7684\u2f64 \u2f3e\u504f\u597d&#xff08;\u2f50\u5982\u4f60\u559c\u6b22\u7684\u6444\u2f52\u5ea6&#xff0c;\u6216\u8005\u2f64\u2f3e\u540d\u7684\u2f24\u2f29\u5199\u89c4\u5219&#xff09;\u3002<\/p>\n<hr \/>\n<ul>\n<li>\u68c0\u7d22\u6602\u8d35&#xff1a;\u2ed3\u4e0a\u4e0b\u2f42\u68c0\u7d22\u6210\u672c\u5448\u6307\u6570\u7ea7\u589e\u2ed3&#xff0c;\u8ba1\u7b97\u590d\u6742\u5ea6\u901a\u5e38\u968f\u4e0a\u4e0b\u2f42\u2ed3\u5ea6\u5448\u5e73\u2f45\u589e\u2ed3&#xff0c;\u4e0a\u4e0b\u2f42\u8d8a\u2ed3&#xff0c;\u6a21\u578b\u5b9a\u4f4d\u76f8\u5173\u4fe1\u606f\u7684\u4ee3\u4ef7\u8d8a\u2fbc\u3002\u6bcf\u6b21\u4f60\u95ee AI \u2f00\u4e2a\u95ee\u9898&#xff0c;\u5b83\u90fd\u8981\u628a\u6574\u4e2a\u2f2f\u4f5c\u53f0\u4e0a\u7684\u6240\u6709\u4e1c\u897f\u4ece\u5934\u5230\u5c3e\u634b\u2f00\u904d&#xff0c;\u624d\u80fd\u627e\u5230\u548c\u95ee\u9898\u76f8\u5173\u7684\u2f0f\u2f8f\u5b57\u3002\u2f2f\u4f5c\u53f0\u8d8a\u2f24&#xff0c;\u5b83\u634b\u5f97\u5c31\u8d8a\u6162\u3001\u8d8a\u8d39\u52b2\u3002<\/li>\n<li>\u6210\u672c\u5931\u63a7&#xff1a;\u6bcf\u4e2a\u8bf7\u6c42\u90fd\u643a\u5e26\u2f24\u91cf\u5386\u53f2token&#xff0c;\u8d39\u2f64\u8fc5\u901f\u7d2f\u79ef\u3002\u4f60\u6bcf\u8bf4\u2f00\u53e5\u8bdd&#xff0c;AI \u90fd\u8981\u628a\u4e4b\u524d\u6240\u6709\u7684\u5bf9\u8bdd\u5386\u53f2&#xff08;\u54ea\u6015\u662f\u2f00\u5e74\u524d\u7684\u5e9f\u8bdd&#xff09;\u91cd\u65b0\u6253\u5305&#xff0c;\u2f00\u8d77\u53d1\u7ed9\u2f24\u6a21\u578b\u5904\u7406\u3002\u5c31\u50cf\u4f60\u6bcf\u6b21\u5012\u2f00\u676f\u2f54&#xff0c;\u5feb\u9012\u5458\u90fd\u8981\u628a\u4f60\u5bb6\u6574\u4e2a\u6e38\u6cf3\u6c60\u7684\u2f54\u2f00\u8d77\u8fd0\u8fc7\u53bb\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>3. \u8ffd\u8e2a\u2ed3\u671f\u2f6c\u6807&#xff0c;\u80dc\u4efb\u590d\u6742\u4efb\u52a1<\/p>\n<p>\u8bb8\u591a\u73b0\u5b9e\u4efb\u52a1\u4e0d\u662f\u2f00\u6b21\u6027\u7684\u3002\u4efb\u52a1\u8fde\u7eed\u6027&#xff1a;Agent\u9700\u8981\u8bb0\u4f4f\u201c\u4efb\u52a1\u8fdb\u2f8f\u5230\u54ea\u2f00\u6b65\u4e86\u201d&#xff0c;\u2f50\u5982\u8ba2\u673a\u7968&#8211;&gt;\u9009\u5ea7\u4f4d&#8211;&gt;\u2f40\u4ed8&#xff0c;\u6216\u201c\u54ea\u4e9b\u2f45\u6848\u5df2\u7ecf\u88ab\u5426\u51b3\u8fc7\u201d\u6807\u2f00\u81f4\u6027&#xff1a;\u786e\u4fdd\u5728\u8de8\u8d8a\u6570\u5929\u3001\u6570\u5468\u7684\u4efb\u52a1\u4e2d&#xff0c;Agent\u7684 \u2f8f\u4e3a\u548c\u51b3\u7b56\u59cb\u7ec8\u56f4\u7ed5\u6700\u7ec8\u2f6c\u6807&#xff0c;\u4fdd\u6301\u2f00\u81f4<\/p>\n<hr \/>\n<p>4. \u6784\u5efa\u4e2a\u6027\u5316\u753b\u50cf&#xff0c;\u4ece\u201c\u901a\u2f64\u201d\u2f9b\u5411\u201c\u4e13\u5c5e\u201d<\/p>\n<p>\u5f53Agen\u80fd\u591f\u56de\u5fc6\u8fc7\u53bb\u7684\u5bf9\u8bdd\u65f6&#xff0c;\u5b83\u611f\u89c9\u66f4\u4e2a\u2f08\u5316\u3001\u66f4\u534f\u4f5c\u3002\u60c5\u611f\u8fde\u7eed\u6027\u5efa\u2f74\u4fe1\u4efb&#xff0c;\u6539\u53d8\u2f08\u7c7b\u5bf9AI\u7684\u611f\u53d7\u3002 \u770b\u4e2a\u7b80\u5355\u7684\u4f8b\u2f26<\/p>\n<ul>\n<li>\u5931\u5fc6AI&#xff08;\u673a\u68b0&#xff09;&#xff1a;\u4f60\u6df1\u591c\u8bf4\u201c\u6211\u6700\u8fd1\u7279\u522b\u7126\u8651&#xff0c;\u611f\u89c9\u505a\u4ec0\u4e48\u90fd\u505a\u4e0d\u597d\u201d\u3002\u5b83\u56de\u590d&#xff1a;\u201c\u7126\u8651\u662f\u5e38\u2ec5\u7684\u60c5\u7eea&#xff0c;\u5efa\u8bae\u6df1\u547c\u5438&#xff0c;\u8f6c\u79fb\u6ce8\u610f\u2f12\u2026\u2026\u201d\u2014\u2014\u867d\u7136\u6b63\u786e&#xff0c;\u4f46\u50cf\u5728\u542c\u5f55\u2fb3\u673a\u3002<\/li>\n<li>\u8bb0\u5fc6AI&#xff08;\u5171\u60c5&#xff09;&#xff1a;\u5b83\u56de\u590d&#xff1a;\u201c\u8bb0\u5f97\u4e0a\u4e2a\u2f49\u4f60\u641e\u5b9a\u90a3\u4e2a\u96be\u7f20\u5ba2\u2f3e\u65f6&#xff0c;\u4e5f\u8bf4\u8fc7\u540c\u6837\u7684\u2018\u505a\u4e0d\u597d\u2019\u3002\u4f46\u540e\u6765\u4f60\u590d\u76d8\u65f6\u53d1\u73b0&#xff0c;\u5176\u5b9e\u662f\u4f60\u5bf9\u2f83\u2f30\u8981\u6c42\u592a\u2fbc\u4e86\u3002\u4eca\u5929\u662f\u4e0d\u662f\u2f1c\u9047\u5230\u7c7b\u4f3c\u2018\u5168\u76d8\u5426\u5b9a\u2f83\u2f30\u2019\u7684\u77ac\u95f4\u4e86&#xff1f;\u8981\u4e0d\u8981\u50cf\u4e0a\u6b21\u90a3\u6837&#xff0c;\u6211\u4eec\u5148\u628a\u2f24\u2f6c\u6807\u62c6\u6210\u4e09\u4e2a\u4eca\u5929\u80fd\u505a\u7684\u2f29\u4e8b&#xff1f;\u201d<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"412\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f2623e8e0.png\" width=\"485\" \/><\/p>\n<hr \/>\n<h3>3.\u8bb0\u5fc6\u5206\u7c7b<\/h3>\n<p>\u5b66\u672f\u754c\u548c\u2f2f\u7a0b\u754c\u6700\u5e38\u2ec5\u7684\u5206\u7c7b&#xff0c;\u662f\u501f\u9274\u2f08\u7c7b\u8ba4\u77e5\u79d1\u5b66\u7684\u2f06\u5206\u6cd5&#xff1a;\u77ed\u671f\u8bb0\u5fc6\u548c\u2ed3\u671f\u8bb0\u5fc6\u3002<\/p>\n<h4>a.\u77ed\u671f\u8bb0\u5fc6<\/h4>\n<p>\u5728 Agent \u7684\u8bed\u5883\u4e0b&#xff0c;\u77ed\u671f\u8bb0\u5fc6\u6307\u7684\u662f\u5728\u5f53\u524d\u2f00\u6b21\u5bf9\u8bdd\u6216\u4efb\u52a1\u6267\u2f8f\u8fc7\u7a0b\u4e2d&#xff0c;\u4e34\u65f6\u5b58\u50a8\u7684\u3001\u4e0a\u4e0b\u2f42\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/p>\n<ul>\n<li>\u6838\u2f3c\u4f5c\u2f64&#xff1a;\u7ef4\u6301\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027&#xff0c;\u2f40\u6491\u591a\u6b65\u63a8\u7406\u3002<\/li>\n<li>\u6280\u672f\u672c\u8d28&#xff1a;\u5b83\u901a\u5e38\u5c31\u662f\u2f24\u8bed\u2f94\u6a21\u578b\u7684\u4e0a\u4e0b\u2f42\u7a97\u2f1d&#xff08;Context Window&#xff09;\u5185\u7684\u5185\u5bb9\u3002\u4f8b\u5982&#xff0c;\u4f60\u4eec\u521a\u521a\u804a\u7684\u5bf9\u8bdd\u3001\u5f53\u524d\u2f64\u2f3e\u63d0\u4f9b\u7684\u4e34\u65f6\u6307\u4ee4&#xff08;\u201c\u5e2e\u6211\u67e5\u2f00\u4e0b\u660e\u5929\u5317\u4eac\u7684\u5929\u2f53\u201d&#xff09;&#xff0c;\u90fd\u4f1a\u88ab\u653e\u5728\u8fd9\u4e2a\u201c\u2f2f\u4f5c\u53f0\u201d\u4e0a\u3002<\/li>\n<li>\u7279\u70b9&#xff1a;<\/li>\n<\/ul>\n<li>\u5bb9\u91cf\u6709\u9650&#xff1a;\u53d7\u9650\u4e8e\u6a21\u578b\u2f40\u6301\u7684\u6700\u2f24 tokens \u6570&#xff08;\u5982 4K\u3001128K\u30011M&#xff09;\u3002<\/li>\n<li>\u2f63\u547d\u5468\u671f\u77ed&#xff1a;\u5bf9\u8bdd\u7ed3\u675f\u65f6&#xff0c;\u8fd9\u90e8\u5206\u8bb0\u5fc6\u901a\u5e38\u88ab\u76f4\u63a5\u6e05\u9664&#xff08;\u4e0d\u4fdd\u5b58\u5230\u6570\u636e\u5e93&#xff09;\u3002<\/li>\n<li>\u8bbf\u95ee\u6781\u5feb&#xff1a;\u76f4\u63a5\u4f5c\u4e3a\u8f93\u2f0a\u7684\u2f00\u90e8\u5206\u4f20\u7ed9\u6a21\u578b&#xff0c;\u2f46\u9700\u68c0\u7d22\u3002<\/li>\n<p>\u77ed\u671f\u8bb0\u5fc6\u4f60\u6b63\u548c\u670b\u53cb\u5750\u5728\u5496\u5561\u5385\u804a\u5929\u3002\u4f60\u4eec\u6b63\u5728\u8bf4\u7684\u8fd9\u2f0f\u53e5\u8bdd&#xff0c;\u4ee5\u53ca\u524d\u4e94\u5206\u949f\u804a\u8fc7\u7684\u8bdd\u9898\u3002\u56e0\u4e3a\u90fd\u5728\u8111\u2f26\u2fa5\u8f6c&#xff0c;\u6240\u4ee5\u4f60\u8bf4\u8bdd\u2fae\u5e38\u8fde\u8d2f&#xff0c;\u4e0d\u4f1a\u524d\u2f94\u4e0d\u642d\u540e\u8bed\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"225\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f2625a242.png\" width=\"225\" \/><\/p>\n<hr \/>\n<h4>b.\u2ed3\u671f\u8bb0\u5fc6<\/h4>\n<p>\u2ed3\u671f\u8bb0\u5fc6\u6307\u7684\u662f\u8de8\u4f1a\u8bdd\u3001\u6301\u4e45\u5316\u5b58\u50a8\u7684\u4fe1\u606f&#xff0c;\u5305\u62ec\u2f64\u2f3e\u7684\u5386\u53f2\u2f8f\u4e3a\u3001\u504f\u597d\u3001\u4e8b\u5b9e\u77e5\u8bc6\u7b49\u3002<\/p>\n<ul>\n<li>\u6838\u2f3c\u4f5c\u2f64&#xff1a;\u5b9e\u73b0\u4e2a\u6027\u5316\u3001\u6301\u7eed\u5b66\u4e60\u4e0e\u77e5\u8bc6\u79ef\u7d2f\u3002<\/li>\n<li>\u6280\u672f\u672c\u8d28&#xff1a;\u901a\u5e38\u901a\u8fc7\u5916\u90e8\u5411\u91cf\u6570\u636e\u5e93&#xff08;\u5982 Chroma\u3001Pinecone&#xff09;\u6216\u4f20\u7edf\u6570\u636e\u5e93\u5b9e\u73b0\u3002Agent \u4f1a\u5728\u9700\u8981\u65f6&#xff0c;\u6839\u636e\u5f53\u524d\u95ee\u9898\u53bb\u68c0\u7d22\u76f8\u5173\u7684\u5386\u53f2\u8bb0\u5fc6\u2f5a\u6bb5\u3002<\/li>\n<li>\u7279\u70b9&#xff1a;<\/li>\n<\/ul>\n<li>\u5bb9\u91cf\u8fd1\u4e4e\u2f46\u9650&#xff1a;\u7406\u8bba\u4e0a\u53ef\u4ee5\u5b58\u50a8\u6d77\u91cf\u4fe1\u606f\u3002<\/li>\n<li>\u2f63\u547d\u5468\u671f\u2ed3&#xff1a;\u53ef\u4ee5\u4fdd\u5b58\u6570\u5929\u3001\u6570\u2f49\u751a\u2f84\u6c38\u4e45\u3002<\/li>\n<li>\u8bbf\u95ee\u8f83\u6162&#xff1a;\u9700\u8981\u7ecf\u8fc7\u201c\u68c0\u7d22-\u6392\u5e8f\u201d\u7684\u8fc7\u7a0b&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u4f7f\u2f64\u3002<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"225\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f2626513c.png\" width=\"225\" \/><\/p>\n<hr \/>\n<p>\u2ed3\u671f\u8bb0\u5fc6\u5728\u2f3c\u7406\u5b66\u4e0a\u2f1c\u5206\u4e3a\u4ee5\u4e0b\u2f0f\u7c7b<\/p>\n<h5>1.\u8bed\u4e49\u8bb0\u5fc6<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u5b58\u50a8\u5ba2\u89c2\u4e8b\u5b9e\u3001\u6982\u5ff5\u3001\u77e5\u8bc6&#xff0c;\u4e0e\u4e2a\u2f08\u7ecf\u5386\u2f46\u5173\u3002<\/li>\n<li>\u7279\u70b9&#xff1a;\u5c31\u50cf\u2f24\u8111\u2fa5\u7684\u767e\u79d1\u5168\u4e66&#xff0c;\u544a\u8bc9\u4f60\u201c\u4e16\u754c\u662f\u4ec0\u4e48\u6837\u7684\u201d\u3002<\/li>\n<li>Agent \u4f8b\u2f26&#xff1a;<\/li>\n<\/ul>\n<p>\u52a9\u2f3f\u77e5\u9053\u201c\u52fe\u80a1\u5b9a\u7406\u662f a\u00b2 &#043; b\u00b2 &#061; c\u00b2\u201d\u3001\u201c\u2f54\u7684\u6cb8\u70b9\u662f 100\u00b0C\u201d\u3001\u201cParis \u662f\u6cd5\u56fd\u7684\u2fb8\u90fd\u201d\u3002 \u8fd9\u4e9b\u77e5\u8bc6\u662f\u901a\u2f64\u7684&#xff0c;\u4e0d\u5173\u2f3c\u201c\u662f\u8c01\u3001\u4ec0\u4e48\u65f6\u5019\u201d\u5b66\u5230\u7684\u3002<\/p>\n<hr \/>\n<h5>2.\u7a0b\u5e8f\u8bb0\u5fc6<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u5b58\u50a8\u5982\u4f55\u505a\u67d0\u4ef6\u4e8b\u7684\u6280\u80fd\u3001\u6d41\u7a0b\u3001\u4e60\u60ef\u3002<\/li>\n<li>\u7279\u70b9&#xff1a;\u901a\u5e38\u96be\u4ee5\u2f64\u8bed\u2f94\u8bf4\u6e05\u695a&#xff08;\u5185\u9690\u8bb0\u5fc6&#xff09;&#xff0c;\u662f\u201c\u77e5\u9053\u600e\u4e48\u505a\u201d\u2f7d\u4e0d\u662f\u201c\u77e5\u9053\u662f\u4ec0\u4e48\u201d\u3002<\/li>\n<li>Agent \u4f8b\u2f26&#xff1a;<\/li>\n<\/ul>\n<p>\u52a9\u2f3f\u5982\u4f55\u8c03\u2f64\u5929\u2f53 API&#xff1a;\u5148\u83b7\u53d6\u57ce\u5e02\u4ee3\u7801 &#8211;&gt;\u00a0\u62fc\u63a5 URL &#8211;&gt;\u00a0\u89e3\u6790 JSON \u8fd4\u56de\u6e29\u5ea6\u3002 \u8fd9\u4e9b\u201c\u64cd\u4f5c\u6d41\u7a0b\u201d\u5c31\u662f\u7a0b\u5e8f\u8bb0\u5fc6\u3002<\/p>\n<hr \/>\n<h5>3.\u60c5\u666f\u8bb0\u5fc6<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u5b58\u50a8\u4e2a\u2f08\u7ecf\u5386\u7684\u7279\u5b9a\u4e8b\u4ef6&#xff0c;\u5305\u62ec\u65f6\u95f4\u3001\u5730\u70b9\u3001\u60c5\u7eea\u3002<\/li>\n<li>\u7279\u70b9&#xff1a;\u2f83\u4f20\u4f53\u5f0f\u7684\u8bb0\u5fc6&#xff0c;\u544a\u8bc9\u4f60\u201c\u6211\u7ecf\u5386\u8fc7\u4ec0\u4e48\u201d\u3002<\/li>\n<li>Agent \u4f8b\u2f26&#xff1a;<\/li>\n<\/ul>\n<p>\u52a9\u2f3f\u8bb0\u5f97&#xff1a;\u201c\u6628\u5929\u4e0b\u53483\u70b9&#xff0c;\u2f29\u660e\u95ee\u8fc7\u6211\u2f00\u4e2a\u2f45\u7a0b 2x&#043;5&#061;15&#xff0c;\u4ed6\u5f53\u65f6\u8981\u6c42\u6211\u89e3\u91ca\u6bcf\u2f00\u6b65\u3002\u201d \u6216\u8005&#xff1a;\u201c\u4e0a\u5468\u2f06&#xff0c;\u2f64\u2f3e\u62b1\u6028\u8fc7\u63a8\u8350\u7b97\u6cd5\u4e0d\u51c6&#xff0c;\u540e\u6765\u4ed6\u2f3f\u52a8\u9009\u4e86\u2f00\u90e8\u79d1\u5e7b\u2f5a\u3002\u201d<\/p>\n<p>\u7b80\u5355\u7406\u89e3&#xff1a;<\/p>\n<ul>\n<li>\u8bed\u4e49\u8bb0\u5fc6 &#061; What&#xff08;\u662f\u4ec0\u4e48&#xff09;<\/li>\n<li>\u7a0b\u5e8f\u8bb0\u5fc6 &#061; How&#xff08;\u600e\u4e48\u505a&#xff09;<\/li>\n<li>\u60c5\u666f\u8bb0\u5fc6 &#061; When\/Where\/Who\/What&#xff08;\u5728\u4ec0\u4e48\u65f6\u95f4\u3001\u5730\u70b9&#xff0c;\u8c01\u7ecf\u5386\u4e86\u4ec0\u4e48\u4e8b&#xff09;<\/li>\n<\/ul>\n<hr \/>\n<h3>4.\u77ed\u671f\u8bb0\u5fc6\u4e0e\u2ed3\u671f\u8bb0\u5fc6\u7684\u533a\u522b<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"500\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f2626fe3f.png\" width=\"871\" \/><\/p>\n<hr \/>\n<h3>5.\u77ed\u671f\u8bb0\u5fc6\u7684\u5904\u7406<\/h3>\n<p>\u77ed\u671f\u8bb0\u5fc6\u5c31\u662f\u5f53\u524d\u5bf9\u8bdd\u7684\u2f2f\u4f5c\u53f0\u3002\u7b56\u7565\u7684\u6838\u2f3c\u662f&#xff1a;\u5728\u6709\u9650\u7684\u7a97\u2f1d\u2fa5&#xff0c;\u53ea\u653e\u6700\u7cbe\u534e\u7684\u4fe1\u606f\u3002 \u5e38\u2ec5\u7684\u5904\u7406\u7b56\u7565:<\/p>\n<li>\u6ed1\u52a8\u7a97\u2f1d&#xff1a;\u53ea\u4fdd\u7559\u6700\u8fd1 N \u8f6e\u5bf9\u8bdd&#xff0c;\u66f4\u65e9\u7684\u2f00\u2f11\u5207\u6254\u6389\u3002<\/li>\n<li>Token \u622a\u65ad&#xff1a;\u53ea\u4fdd\u7559\u6700\u8fd1 N \u4e2a token<\/li>\n<li>\u00a0\u6458\u8981&#xff1a;\u4e0d\u76f4\u63a5\u6254\u6389\u65e7\u5bf9\u8bdd&#xff0c;\u2f7d\u662f\u8ba9\u6a21\u578b\u5b9a\u671f\u628a\u201c\u2f7c\u5bf9\u8bdd\u201d\u538b\u7f29\u6210\u2f00\u6bb5\u7b80\u77ed\u6458\u8981\u3002\u4fdd\u7559\u6458\u8981 &#043; \u6700\u8fd1\u2f0f\u8f6e\u539f\u59cb\u5bf9\u8bdd\u3002<\/li>\n<li>\u8fc7\u6ee4&#xff1a;\u4e0d\u6309\u8f6e\u6570\u6216 token \u6570\u5207&#xff0c;\u2f7d\u662f\u8bc6\u522b\u5173\u952e\u4fe1\u606f&#xff08;\u5b9e\u4f53\u3001\u6307\u4ee4\u3001\u6570\u5b57\u3001\u504f\u597d&#xff09;\u5355\u72ec\u63d0\u53d6\u51fa\u6765&#xff0c;\u5b58\u5230\u2f00\u4e2a\u201c\u5173\u952e\u4fe1\u606f\u2f1d\u888b\u201d\u2fa5&#xff0c;\u666e\u901a\u5bf9\u8bdd\u5185\u5bb9\u76f4\u63a5\u5220<\/li>\n<p>\u5728\u771f\u6b63\u7684\u2f63\u4ea7\u73af\u5883\u4e2d&#xff0c;\u8fd9\u56db\u79cd\u903b\u8f91\u5355\u72ec\u4f7f\u2f64\u90fd\u6709\u7f3a\u9677&#xff0c;\u4f46\u7ec4\u5408\u8d77\u6765\u5c31\u662f\u2f46\u654c\u7684\u3002\u5f53\u524d\u6700\u5148\u8fdb\u7684\u77ed\u671f\u8bb0\u5fc6\u5904\u7406\u8303\u5f0f\u662f\u201c\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784\u201d&#xff1a;<\/p>\n<li>\u5e95\u5c42&#xff08;\u7f13\u5b58\u5c42&#xff09;&#xff1a;\u4f7f\u2f64 \u6ed1\u52a8\u7a97\u2f1d \u4fdd\u7559\u6700\u8fd1 5-10 \u8f6e\u539f\u59cb\u5bf9\u8bdd&#xff0c;\u4fdd\u8bc1\u6a21\u578b\u5bf9\u5f53\u524d\u8bdd\u9898\u7684\u6d41\u7545\u63a5\u8bdd\u3002<\/li>\n<li>\u4e2d\u95f4\u5c42&#xff08;\u6458\u8981\u5c42&#xff09;&#xff1a;\u5bf9\u7a97\u2f1d\u4e4b\u5916\u7684\u8f83\u65e9\u5bf9\u8bdd&#xff0c;\u91c7\u2f64 \u6ed1\u52a8\u6458\u8981&#xff08;\u6bcf\u9694 N \u8f6e\u5c06\u65e7\u6458\u8981&#043;\u65b0\u5bf9\u8bdd\u5408\u5e76\u2f63\u6210\u65b0\u6458\u8981&#xff09;\u3002<\/li>\n<li>\u9876\u5c42&#xff08;\u4e8b\u5b9e\u5c42&#xff09;&#xff1a;\u8d2f\u7a7f\u5168\u7a0b\u4f7f\u2f64 \u4fe1\u606f\u8fc7\u6ee4&#xff0c;\u5b9e\u65f6\u7ef4\u62a4\u2f00\u4e2a\u201c\u4e8b\u5b9e\u2f1d\u888b\u201d&#xff08;User Profile&#xff09;&#xff0c;\u5e76\u968f\u5bf9\u8bdd\u52a8\u6001\u66f4\u65b0\u3002<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"641\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f26294bf8.png\" width=\"884\" \/><\/p>\n<p>\u8fd9\u5f20\u56fe\u5c55\u793a\u4e86\u4e00\u79cd\u5927\u6a21\u578b\u5206\u5c42\u8bb0\u5fc6\u65b9\u6848&#xff0c;\u6574\u4e2a\u6d41\u7a0b\u5206\u4e3a\u8bb0\u5fc6\u66f4\u65b0\u548c\u6a21\u578b\u63a8\u7406\u4e24\u4e2a\u9636\u6bb5\u3002<\/p>\n<p>\u5728<span style=\"color:#fe2c24\">\u8bb0\u5fc6\u66f4\u65b0\u9636\u6bb5<\/span>&#xff0c;\u7528\u6237\u53d1\u6765\u65b0\u6d88\u606f\u540e\u7531\u6d88\u606f\u5206\u53d1\u5668\u5206\u6210\u4e09\u8def\u5904\u7406&#xff1a;<\/p>\n<li>\u7f13\u5b58\u5c42\u4fdd\u5b58\u6700\u8fd1 5\u201110 \u8f6e\u539f\u59cb\u5bf9\u8bdd&#xff0c;\u8f6e\u6570\u8fc7\u591a\u5c31\u5220\u6389\u6700\u65e9\u7684\u8bb0\u5f55&#xff1b;<\/li>\n<li>\u6458\u8981\u5c42\u628a\u65e7\u6458\u8981\u548c\u65b0\u5bf9\u8bdd\u5408\u5e76\u538b\u7f29&#xff0c;\u751f\u6210\u7b80\u77ed\u7684\u5bf9\u8bdd\u6897\u6982&#xff1b;<\/li>\n<li>\u4e8b\u5b9e\u5c42\u63d0\u53d6\u5b9e\u4f53\u3001\u7231\u597d\u3001\u5173\u952e\u6570\u5b57&#xff0c;\u4fdd\u5b58\u6210\u7ed3\u6784\u5316\u7684\u7528\u6237\u753b\u50cf\u3002<\/li>\n<p>\u5728<span style=\"color:#fe2c24\">\u6a21\u578b\u63a8\u7406\u9636\u6bb5<\/span>&#xff0c;\u4e0a\u4e0b\u6587\u7ec4\u88c5\u5668\u6309\u7167\u4f18\u5148\u7ea7\u8c03\u53d6\u8bb0\u5fc6&#xff1a;\u4f18\u5148\u8bfb\u53d6\u4e8b\u5b9e\u5c42&#xff0c;\u5176\u6b21\u8bfb\u53d6\u6458\u8981\u5c42&#xff0c;\u6700\u540e\u8bfb\u53d6\u7f13\u5b58\u5c42&#xff0c;\u518d\u52a0\u4e0a\u56fa\u5b9a\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff0c;\u4e00\u8d77\u4ea4\u7ed9\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54\u5e76\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4&#xff0c;\u7cfb\u7edf\u628a\u5bf9\u8bdd\u5206\u6210\u77ed\u671f\u539f\u59cb\u8bb0\u5f55\u3001\u4e2d\u671f\u5bf9\u8bdd\u6897\u6982\u3001\u957f\u671f\u7528\u6237\u4fe1\u606f\u4e09\u7c7b\u8bb0\u5fc6&#xff0c;\u63d0\u95ee\u65f6\u6309\u91cd\u8981\u7a0b\u5ea6\u52a0\u8f7d\u8bb0\u5fc6&#xff0c;\u8ba9\u5927\u6a21\u578b\u5728\u957f\u5bf9\u8bdd\u91cc\u8bb0\u4f4f\u66f4\u591a\u5185\u5bb9\u3002<\/p>\n<p><span style=\"color:#fe2c24\"><span style=\"background-color:#ffd900\">\u2f00\u4e2a\u7279\u522b\u503c\u5f97\u8b66\u60d5\u7684\u5751&#xff1a;<\/span><\/span> \u201cToken \u622a\u65ad\u201d\u548c\u201c\u6ed1\u52a8\u7a97\u2f1d\u201d\u4f1a\u5bfc\u81f4\u201c\u987a\u5e8f\u53cd\u8f6c\u201d\u95ee\u9898\u3002\u5982\u679c\u4ece\u6700\u65e9\u7684\u6d88\u606f\u5f00\u59cb\u622a\u65ad&#xff0c;\u6a21\u578b\u4f1a\u4e22\u5931 \u201c\u521d\u59cb\u7cfb\u7edf\u6307\u4ee4\u201d&#xff08;System Prompt&#xff09;\u3002\u6240\u4ee5\u901a\u5e38\u7684\u2f2f\u7a0b\u505a\u6cd5\u662f&#xff1a;<span style=\"color:#fe2c24\"><span style=\"background-color:#ffd900\">System Prompt \u548c\u201c\u5173\u952e\u4fe1\u606f\u2f1d<\/span> <span style=\"background-color:#ffd900\">\u888b\u201d\u6c38\u8fdc\u951a\u5b9a\u5728\u7a97\u2f1d\u6700\u524d\u2faf&#xff0c;\u7edd\u4e0d\u53c2\u4e0e\u6ed1\u52a8\u6216\u622a\u65ad&#xff0c;\u53ea\u628a\u2f64\u2f3e\u548c\u52a9\u2f3f\u7684\u666e\u901a\u804a\u5929\u5185\u5bb9\u62ff\u53bb\u6eda\u52a8\u3002<\/span><\/span><\/p>\n<hr \/>\n<h3>6.\u2ed3\u671f\u8bb0\u5fc6\u7684\u57fa\u672c\u2f2f\u4f5c\u6d41\u7a0b<\/h3>\n<p><span style=\"color:#fe2c24\"><span style=\"background-color:#ffd900\">\u2ed3\u671f\u8bb0\u5fc6\u662f\u8de8\u4f1a\u8bdd\u7684\u3001\u6301\u4e45\u5316\u5b58\u50a8\u7684\u4fe1\u606f&#xff0c;\u2f6c\u6807\u662f\u5728\u672a\u6765\u7684\u3001\u65b0\u7684\u5bf9\u8bdd\u4e2d&#xff0c;\u80fd\u591f\u88ab\u68c0\u7d22\u5e76\u6ce8\u2f0a\u5230\u4e0a\u4e0b\u2f42\u7a97\u2f1d\u2fa5<\/span><\/span>\u3002\u5b83\u7684\u5904\u7406\u2f45\u5f0f\u4e0d\u53ea\u662f\u5728\u5f53\u524d\u7a97\u2f1d\u2fa5\u201c\u88c1\u526a\u201d\u6216\u201c\u538b\u7f29\u201d&#xff0c;\u2f7d\u662f\u56f4\u7ed5 \u201c\u5b58\u50a8\u3001\u66f4\u65b0\u3001\u68c0\u7d22\u3001\u9057\u5fd8\u201d \u8fd9\u4e9b\u4e2a\u6838\u2f3c\u52a8\u4f5c\u5c55\u5f00\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"430\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f262be7fe.png\" width=\"886\" \/><\/p>\n<h4>1.\u5b58\u50a8\/\u5199\u2f0a<\/h4>\n<p>\u2f6c\u6807<\/p>\n<p>\u5c06\u5bf9\u8bdd\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u3001\u2f64\u2f3e\u504f\u597d\u548c\u4efb\u52a1\u8fdb\u5ea6&#xff0c;\u7ecf\u7ed3\u6784\u5316\u5904\u7406\u540e&#xff0c;\u6301\u4e45\u5316\u5199\u2f0a\u5bf9\u5e94\u7684\u8bb0\u5fc6\u5b58\u50a8\u5c42&#xff08;\u5982\u5411\u91cf\u5e93\u3001\u56fe\u6570\u636e\u5e93\u6216\u5173\u7cfb\u578b\u6570\u636e\u5e93&#xff09;&#xff0c;\u4f9b\u540e\u7eed\u8de8\u4f1a\u8bdd\u68c0\u7d22\u4f7f\u2f64\u3002<\/p>\n<p>\u89e6\u53d1\u65f6\u673a<\/p>\n<table>\n<tr>\u89e6\u53d1\u7c7b\u578b\u5177\u4f53\u573a\u666f\u5904\u7406\u65b9\u5f0f&#xff08;\u7ed3\u5408\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784&#xff09;\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>\u663e\u5f0f\u6307\u4ee4<\/td>\n<td>\u7528\u6237\u4e3b\u52a8\u8981\u6c42\u7cfb\u7edf\u8bb0\u4f4f\u67d0\u6761\u4fe1\u606f<\/td>\n<td>\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5b58\u5165\u4e8b\u5b9e\u5c42&#xff0c;\u66f4\u65b0\u7528\u6237\u7ed3\u6784\u5316\u753b\u50cf<\/td>\n<td>\u201c\u8bb0\u4f4f\u6211\u53eb\u5c0f\u660e\u201d\u3001\u201c\u6211\u559c\u6b22\u79d1\u5e7b\u7247&#xff0c;\u5e2e\u6211\u8bb0\u4e00\u4e0b\u201d<\/td>\n<\/tr>\n<tr>\n<td>\u77ed\u671f\u8bb0\u5fc6\u6ea2\u51fa<\/td>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3\u5373\u5c06\u6ee1\u8f7d&#xff0c;\u5bb9\u7eb3\u4e0d\u4e0b\u66f4\u591a\u5bf9\u8bdd<\/td>\n<td>\u81ea\u52a8\u63d0\u53d6\u5bf9\u8bdd\u6838\u5fc3\u8981\u70b9&#xff0c;\u538b\u7f29\u540e\u5b58\u5165\u6458\u8981\u5c42<\/td>\n<td>\u591a\u8f6e\u957f\u5bf9\u8bdd\u540e&#xff0c;\u7cfb\u7edf\u63d0\u70bc\u91cd\u70b9\u4fdd\u5b58\u5230\u957f\u671f\u6897\u6982\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u7ec8\u6b62<\/td>\n<td>\u7528\u6237\u7ed3\u675f\u5bf9\u8bdd\u6216\u8005\u804a\u5929\u8d85\u65f6<\/td>\n<td>\u5bf9\u672c\u6b21\u5168\u90e8\u5bf9\u8bdd\u751f\u6210\u5b8c\u6574\u6458\u8981&#xff0c;\u5f52\u6863\u4fdd\u5b58\u81f3\u6458\u8981\u5c42<\/td>\n<td>\u7528\u6237\u53d1\u9001 \u201c\u518d\u89c1\u201d&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u6574\u7406\u672c\u6b21\u5bf9\u8bdd\u6458\u8981\u5b58\u6863<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u9891\u4fe1\u53f7<\/td>\n<td>\u540c\u4e00\u504f\u597d\u3001\u4e8b\u5b9e\u5728\u5bf9\u8bdd\u91cc\u53cd\u590d\u591a\u6b21\u51fa\u73b0<\/td>\n<td>\u8bc6\u522b\u7a33\u5b9a\u4e0d\u53d8\u7684\u4fe1\u606f&#xff0c;\u5199\u5165\u4e8b\u5b9e\u5c42\u957f\u671f\u4fdd\u5b58<\/td>\n<td>\u591a\u6b21\u63d0\u5230\u4f7f\u7528 Python&#xff0c;\u8fbe\u5230\u6b21\u6570\u540e\u81ea\u52a8\u8bb0\u5f55\u7528\u6237\u504f\u597d<\/td>\n<\/tr>\n<tr>\n<td>\u5b9a\u671f\u53cd\u601d<\/td>\n<td>\u6bcf\u65e5\u6216\u8005\u6bcf\u5468\u5b9a\u65f6\u6267\u884c\u590d\u76d8\u4efb\u52a1<\/td>\n<td>\u5206\u6790\u5386\u53f2\u65e5\u5fd7&#xff0c;\u603b\u7ed3\u7528\u6237\u4e60\u60ef\u4e0e\u9700\u6c42\u6a21\u5f0f&#xff0c;\u66f4\u65b0\u4e8b\u5b9e\u5c42<\/td>\n<td>\u6bcf\u5468\u590d\u76d8\u53d1\u73b0\u7528\u6237\u5e38\u5728\u5468\u65e5\u8be2\u95ee\u7406\u8d22\u95ee\u9898&#xff0c;\u8bb0\u5f55\u5468\u671f\u6027\u9700\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ce8\u610f&#xff1a;\u6240\u6709\u7c7b\u578b\u89e6\u53d1\u540e\u90fd\u4f1a\u8fdb\u5165\u8bb0\u5fc6\u66f4\u65b0\u9636\u6bb5&#xff0c;\u7531\u6d88\u606f\u5206\u53d1\u5668\u5b8c\u6210\u5206\u5c42\u5b58\u50a8&#xff1b;\u6a21\u578b\u63a8\u7406\u65f6&#xff0c;\u7cfb\u7edf\u6309\u4e8b\u5b9e\u5c42&#xff1e;\u6458\u8981\u5c42&#xff1e;\u7f13\u5b58\u5c42\u7684\u4f18\u5148\u7ea7\u8bfb\u53d6\u8bb0\u5fc6&#xff0c;\u62fc\u63a5\u7cfb\u7edf\u63d0\u793a\u8bcd\u4ea4\u7ed9\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002<\/p>\n<p>\u5199\u2f0a\u52a8\u4f5c&#xff08;\u5177\u4f53\u600e\u4e48\u5b58&#xff1f;&#xff09;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1354\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154226-6a96f262dce6b.png\" width=\"910\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"458\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260901154227-6a96f2635d188.png\" width=\"911\" \/><\/p>\n<p>\u6bcf\u4e2a\u5199\u2f0a\u64cd\u4f5c\u90fd\u9700\u8981\u7ecf\u8fc7\u4ee5\u4e0b\u2f0f\u6b65&#xff1a;<\/p>\n<li>\u00a0\u7c7b\u578b\u5f52\u7c7b&#xff08;\u8bed\u4e49\/\u60c5\u666f\/\u7a0b\u5e8f&#xff09;\u3002<\/li>\n<li>\u00a0\u51b2\u7a81\u68c0\u6d4b\u4e0e\u5408\u5e76&#xff08;\u4fdd\u6301\u4e0d\u53d8&#xff09;\u3002<\/li>\n<li>\u00a0\u5dee\u5f02\u5316\u7d22\u5f15\u6784\u5efa&#xff08;\u6839\u636e\u7c7b\u578b\u5206\u6d41&#xff09;&#xff1a;<\/li>\n<ul>\n<li>\u82e5\u4e3a \u56fa\u5b9a\u5c5e\u6027&#xff08;\u6807\u91cf&#xff09;\u2192 \u6784\u5efa B-Tree\u7d22\u5f15&#xff08;\u5b58SQL&#xff09;&#xff1b;<\/li>\n<li>\u82e5\u4e3a \u6a21\u7cca\u504f\u597d\/\u2ed3\u2f42\u672c&#xff08;\u9700\u7406\u89e3\u542b\u4e49&#xff09;\u2192 \u6784\u5efa \u5411\u91cf\u7d22\u5f15&#xff08;\u5b58Vector DB&#xff09;&#xff1b;<\/li>\n<li>\u82e5\u4e3a \u5b9e\u4f53\u5173\u7cfb\u6570\u636e\u2192 \u6784\u5efa \u77e5\u8bc6\u56fe\u8c31&#xff08;\u5b58\u56fe\u6570\u636e\u5e93\u5e93&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>\u5b58\u50a8\u6570\u636e\u5e93<\/p>\n<ul>\n<li>\u5411\u91cf\u6570\u636e\u5e93&#xff08;\u8fd9\u4e2a\u540e\u9762\u4f1a\u6709\u5177\u4f53\u7684\u7ae0\u8282\u5728\u8bb2&#xff09;<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"760\" src=\"2026-09-01kz0re5twoaj.png\" width=\"1280\" \/><\/p>\n<ul>\n<li>\u5173\u7cfb\u6570\u636e\u5e93<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"160\" src=\"2026-09-01p5m4br0vq22.png\" width=\"314\" \/><\/p>\n<hr \/>\n<ul>\n<li>\u56fe\u6570\u636e\u5e93<\/li>\n<\/ul>\n<p>DB-Engines Ranking &#8211; popularity ranking of graph DBMS<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1449\" src=\"2026-09-01yuodbzntuuo.png\" width=\"1752\" \/><\/p>\n<hr \/>\n<h4>2.\u66f4\u65b0<\/h4>\n<p>\u2f6c\u6807<\/p>\n<p>\u4fee\u6b63\u6216\u53d6\u4ee3Agent\u2ed3\u671f\u8bb0\u5fc6\u4e2d\u7684\u8fc7\u65f6\u3001\u9519\u8bef\u6216\u2f64\u2f3e\u504f\u597d\u53d8\u66f4\u7684\u4fe1\u606f&#xff0c;\u540c\u65f6\u4fdd\u7559\u5386\u53f2\u53d8\u66f4\u8f68\u8ff9&#xff0c;\u786e\u4fdd\u8bb0\u5fc6\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n<p>\u89e6\u53d1\u65f6\u673a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"635\" src=\"2026-09-01tanmloxmol5.png\" width=\"875\" \/><\/p>\n<p>\u2f2f\u4f5c\u8fc7\u7a0b<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1400\" src=\"2026-09-01h3f2txtaiu1.png\" width=\"901\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"966\" src=\"2026-09-01v3u2c5uehus.png\" width=\"931\" \/><\/p>\n<p>1. \u627e\u5230\u8981\u4fee\u6539\u7684\u90a3\u6761\u65e7\u8bb0\u5fc6 \u7cfb\u7edf\u4f1a\u4ece\u6240\u6709\u5b58\u50a8\u7684\u8bb0\u5fc6\u4e2d&#xff0c;\u628a\u2f64\u2f3e\u63d0\u53ca\u7684\u90a3\u6761\u65e7\u8bb0\u5fc6\u7cbe\u51c6\u627e\u51fa\u6765&#xff08;\u2f50\u5982\u901a\u8fc7\u5173\u952e\u8bcd\u3001\u65f6\u95f4\u3001\u573a\u666f \u7b49&#xff09;\u3002 2. \u5224\u65ad\u65b0\u4fe1\u606f\u5c5e\u4e8e\u54ea\u2f00\u7c7b<\/p>\n<p>\u65b0\u6765\u7684\u66f4\u6b63\u4fe1\u606f&#xff0c;\u9700\u8981\u5148\u5224\u65ad\u5b83\u662f\u4ec0\u4e48\u7c7b\u578b&#xff1a;<\/p>\n<ul>\n<li>\u662f\u5ba2\u89c2\u4e8b\u5b9e&#xff08;\u5982\u59d3\u540d\u3001\u2f63\u2f47\u3001\u57ce\u5e02&#xff09;&#xff1f;<\/li>\n<li>\u662f\u4e3b\u89c2\u504f\u597d&#xff08;\u559c\u6b22\u7684\u2edd\u7269\u3001\u8ba8\u538c\u7684\u2edb\u683c&#xff09;&#xff1f;<\/li>\n<li>\u8fd8\u662f\u53ef\u91cd\u590d\u4f7f\u2f64\u7684\u2f45\u6cd5&#xff08;\u2f50\u5982\u201c\u505aPPT\u65f6\u5148\u5217\u2f24\u7eb2\u201d&#xff09;&#xff1f;<\/li>\n<\/ul>\n<p>\u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f&#xff0c;\u540e\u7eed\u5904\u7406\u2f45\u5f0f\u4f1a\u7565\u6709\u4e0d\u540c\u3002<\/p>\n<p>3. \u51b3\u5b9a\u5982\u4f55\u5904\u7406\u51b2\u7a81<\/p>\n<p>\u5982\u679c\u65b0\u65e7\u4fe1\u606f\u6709\u2f6d\u76fe&#xff0c;\u7cfb\u7edf\u6309\u4ee5\u4e0b\u987a\u5e8f\u505a\u51b3\u5b9a&#xff1a;<\/p>\n<p>a. \u2f64\u2f3e\u4eca\u5929\u4eb2\u2f1d\u8bf4\u7684\u4f18\u5148\u4e8e\u8fc7\u53bb\u8bf4\u7684&#xff08;\u56e0\u4e3a\u2f08\u53ef\u80fd\u6539\u53d8\u4e3b\u610f&#xff09;\u3002 b. \u5982\u679c\u65b0\u4fe1\u606f\u66f4\u52a0\u5177\u4f53&#xff08;\u2f50\u5982\u201c\u6211\u4e0d\u559c\u6b22\u300a\u6d41\u6d6a\u5730\u7403\u300b\u201d&#xff09;&#xff0c;\u2f7d\u65e7\u4fe1\u606f\u2f50\u8f83\u5bbd\u6cdb&#xff08;\u201c\u6211\u559c\u6b22\u79d1\u5e7b \u2f5a\u201d&#xff09;&#xff0c;\u90a3\u6211\u4eec\u4f1a\u4fdd\u7559\u5bbd\u6cdb\u7684&#xff0c;\u540c\u65f6\u628a\u5177\u4f53\u7684\u7279\u4f8b\u8bb0\u4e0b\u6765\u3002 c. \u5982\u679c\u65b0\u65e7\u4fe1\u606f\u7684\u6765\u6e90\u53ef\u4fe1\u5ea6\u4e0d\u540c&#xff08;\u2f50\u5982\u6765\u2f83\u6743\u5a01\u8d44\u6599 vs \u2f64\u2f3e\u968f\u2f1d\u2f00\u63d0&#xff09;&#xff0c;\u53d6\u66f4\u53ef\u4fe1\u7684\u4e2a\u3002 d. \u5982\u679c\u4ee5\u4e0a\u90fd\u5dee\u4e0d\u591a&#xff0c;\u5219\u4ee5\u65f6\u95f4\u6700\u65b0\u7684\u4e3a\u51c6\u3002<\/p>\n<p>4. \u4fdd\u5b58\u66f4\u65b0&#xff0c;\u5e76\u4fdd\u7559\u5386\u53f2<\/p>\n<ul>\n<li>\u6211\u4eec\u4e0d\u4f1a\u76f4\u63a5\u8986\u76d6\u65e7\u8bb0\u5fc6&#xff0c;\u2f7d\u662f\u628a\u65e7\u8bb0\u5fc6\u6807\u8bb0\u4e3a\u201c\u5df2\u8fc7\u671f\u201d&#xff0c;\u540c\u65f6\u5199\u2f0a\u2f00\u6761\u65b0\u8bb0\u5fc6&#xff0c;\u5e76\u9644\u4e0a\u201c\u672c\u6761\u66ff\u4ee3\u4e86\u54ea\u6761\u65e7\u8bb0\u5fc6\u201d\u7684\u8bf4\u660e\u3002<\/li>\n<li>\u8fd9\u6837\u4efb\u4f55\u65f6\u5019\u90fd\u80fd\u56de\u5934\u67e5\u770b\u8fd9\u6761\u8bb0\u5fc6\u7684\u6f14\u53d8\u8fc7\u7a0b\u3002<\/li>\n<li>\u5982\u679c\u65b0\u4fe1\u606f\u53ea\u662f\u5bf9\u65e7\u8bb0\u5fc6\u7684\u8865\u5145&#xff08;\u6ca1\u6709\u2f6d\u76fe&#xff09;&#xff0c;\u5c31\u76f4\u63a5\u9644\u52a0\u8fdb\u53bb&#xff0c;\u4e0d\u5f71\u54cd\u539f\u6709\u7684\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4>3.\u68c0\u7d22\/\u8bfb\u53d6<\/h4>\n<p>\u2f6c\u6807<\/p>\n<p>\u6839\u636e\u5f53\u524d\u2f64\u2f3e\u67e5\u8be2\u548c\u4e0a\u4e0b\u2f42&#xff0c;\u4ece\u2ed3\u671f\u8bb0\u5fc6\u4e2d\u2fbc\u6548\u3001\u7cbe\u51c6\u5730\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u5386\u53f2\u4fe1\u606f&#xff0c;\u5e76\u6ce8\u2f0a\u5230\u77ed\u4e0a \u4e0b\u2f42\u7a97\u2f1d\u4e2d&#xff0c;\u4ee5\u2f40\u6301\u5f53\u524d\u5bf9\u8bdd\u3002<\/p>\n<hr \/>\n<p>\u89e6\u53d1\u65f6\u673a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"350\" src=\"2026-09-01ep1uiq1ehdh.png\" width=\"850\" \/><\/p>\n<hr \/>\n<p>\u68c0\u7d22\u2f45\u5f0f<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1302\" src=\"2026-09-01fxeotpprlax.png\" width=\"933\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"295\" src=\"2026-09-01yheglrd25gl.png\" width=\"875\" \/><\/p>\n<p>\u5728\u5b9e\u9645\u2f2f\u7a0b\u4e2d&#xff0c;\u5e38\u91c7\u2f64\u6df7\u5408\u7b56\u7565&#xff1a;\u7ed3\u5408\u5411\u91cf\u76f8\u4f3c\u5ea6\u68c0\u7d22\u548c\u7ed3\u6784\u5316\u67e5\u8be2&#xff0c;\u524d\u8005\u901a\u8fc7\u5d4c\u2f0a\u5339\u914d\u627e\u5230\u8bed\u4e49\u76f8\u8fd1\u7684\u8bb0\u5fc6\u2f5a\u6bb5&#xff0c;\u540e\u8005\u53ef\u9488\u5bf9\u77e5\u8bc6\u56fe\u8c31\u6267\u2f8f\u7cbe\u786e\u5339\u914d&#xff0c;\u6709\u6548\u964d\u4f4e\u6f0f\u68c0\u2edb\u9669\u3002<\/p>\n<hr \/>\n<p>\u964d\u7ea7\u7b56\u7565&#xff08;\u68c0\u7d22\u5931\u8d25\u65f6\u7684\u5904\u7406&#xff09;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"254\" src=\"2026-09-011yammxstr5l.png\" width=\"873\" \/><\/p>\n<hr \/>\n<h4>4.\u9057\u5fd8<\/h4>\n<p>\u2f6c\u6807<\/p>\n<p>\u901a\u8fc7\u4e3b\u52a8\u6216\u88ab\u52a8\u7b56\u7565&#xff0c;\u6dd8\u6c70\u8fc7\u65f6\u3001\u4f4e\u4ef7\u503c\u6216\u8fdd\u53cd\u9690\u79c1\u89c4\u5b9a\u7684\u8bb0\u5fc6&#xff0c;\u63a7\u5236\u5b58\u50a8\u89c4\u6a21&#xff0c;\u7ef4\u6301\u68c0\u7d22\u7684\u4fe1\u566a \u2f50\u3002<\/p>\n<hr \/>\n<p>\u89e6\u53d1\u65f6\u673a<\/p>\n<table>\n<tr>\u89e6\u53d1\u7c7b\u578b\u4e3b\u52a8 \/ \u88ab\u52a8\u5177\u4f53\u573a\u666f\u5904\u7406\u65b9\u5f0f&#xff08;\u7ed3\u5408\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784&#xff09;\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>\u7cbe\u786e\u5220\u9664<\/td>\n<td>\u4e3b\u52a8<\/td>\n<td>\u7528\u6237\u8981\u6c42\u9057\u5fd8\u67d0\u4e00\u6761\u5177\u4f53\u8bb0\u5fc6<\/td>\n<td>\u5b9a\u4f4d\u5e76\u5220\u9664\u4e8b\u5b9e\u5c42 \/ \u6458\u8981\u5c42\u4e2d\u6307\u5b9a\u7684\u5355\u6761\u8bb0\u5fc6&#xff0c;\u4fdd\u7559\u5176\u4f59\u5185\u5bb9<\/td>\n<td>\u201c\u5fd8\u6389\u6211\u521a\u624d\u8bf4\u7684\u90a3\u4e2a\u5730\u5740\u201d\u3001\u201c\u628a\u521a\u624d\u90a3\u6761\u8bb0\u5f55\u5220\u4e86\u201d<\/td>\n<\/tr>\n<tr>\n<td>\u9057\u5fd8\u5168\u90e8<\/td>\n<td>\u4e3b\u52a8<\/td>\n<td>\u7528\u6237\u8981\u6c42\u5220\u9664\u6240\u6709\u4e2a\u4eba\u4fe1\u606f<\/td>\n<td>\u6e05\u7a7a\u4e8b\u5b9e\u5c42\u5168\u90e8\u7528\u6237\u753b\u50cf\u6570\u636e&#xff0c;\u6e05\u9664\u672c\u6b21\u4f1a\u8bdd\u6458\u8981&#xff0c;\u89e6\u53d1\u9690\u79c1\u5408\u89c4\u6d41\u7a0b&#xff0c;\u9700\u8981\u4e8c\u6b21\u786e\u8ba4<\/td>\n<td>\u201c\u5fd8\u8bb0\u6240\u6709\u5173\u4e8e\u6211\u7684\u4e8b\u201d&#xff08;\u89e6\u53d1\u9690\u79c1\u5408\u89c4\u6d41\u7a0b&#xff0c;\u9700\u4e8c\u6b21\u786e\u8ba4&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u65f6\u95f4\u8870\u51cf<\/td>\n<td>\u88ab\u52a8<\/td>\n<td>\u67d0\u6761\u8bb0\u5fc6\u8d85\u8fc7 90 \u5929\u672a\u88ab\u8bbf\u95ee<\/td>\n<td>\u540e\u53f0\u626b\u63cf&#xff0c;\u5c06\u957f\u671f\u4e0d\u7528\u7684\u8bb0\u5fc6\u6807\u8bb0\u4e3a\u5f85\u6e05\u7406\u5019\u9009&#xff0c;\u9010\u6b65\u6dd8\u6c70\u9648\u65e7\u4fe1\u606f<\/td>\n<td>\u7cfb\u7edf\u6bcf\u65e5\u540e\u53f0\u626b\u63cf&#xff0c;\u81ea\u52a8\u6807\u8bb0\u957f\u671f\u672a\u4f7f\u7528\u7684\u8bb0\u5fc6\u4e3a\u5019\u9009<\/td>\n<\/tr>\n<tr>\n<td>\u4f4e\u8bbf\u95ee\u9891\u7387<\/td>\n<td>\u88ab\u52a8<\/td>\n<td>\u67d0\u6761\u8bb0\u5fc6\u6bcf\u6708\u88ab\u8c03\u53d6\u4e0d\u8db3 1 \u6b21<\/td>\n<td>\u8bc6\u522b\u957f\u671f\u5f88\u5c11\u7528\u5230\u7684\u8bb0\u5fc6&#xff0c;\u964d\u4f4e\u4f18\u5148\u7ea7&#xff0c;\u5217\u5165\u6e05\u7406\u5019\u9009<\/td>\n<td>\u4f4e\u9891\u8bb0\u5fc6\u53ef\u80fd\u4ef7\u503c\u8f83\u4f4e&#xff0c;\u8fdb\u5165\u5019\u9009<\/td>\n<\/tr>\n<tr>\n<td>\u5bb9\u91cf\u9650\u5236<\/td>\n<td>\u88ab\u52a8<\/td>\n<td>\u8bb0\u5fc6\u603b\u91cf\u8fbe\u5230\u7cfb\u7edf\u5b58\u50a8\u4e0a\u9650&#xff08;10^6&#xff09;<\/td>\n<td>\u6309\u7167\u91cd\u8981\u6027\u5206\u6570\u4ece\u5c0f\u5230\u5927&#xff0c;\u5220\u6389\u4ef7\u503c\u6700\u4f4e\u7684\u591a\u6761\u8bb0\u5fc6&#xff0c;\u91ca\u653e\u5b58\u50a8\u7a7a\u95f4<\/td>\n<td>\u5220\u9664\u91cd\u8981\u6027\u5206\u6570\u6700\u4f4e\u7684 M \u6761\u8bb0\u5fc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p>\u5904\u7406\u6b65\u9aa4<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"765\" src=\"2026-09-01db1ov5flym3.png\" width=\"885\" \/><\/p>\n<p>1.\u89e6\u53d1\u68c0\u6d4b&#xff1a;\u68c0\u67e5\u662f\u5426\u6ee1\u2f9c\u9057\u5fd8\u6761\u4ef6&#xff08;\u4e3b\u52a8\u6307\u4ee4\u6216\u88ab\u52a8\u7b56\u7565&#xff09;<\/p>\n<p>2.\u7b5b\u9009\u5019\u9009&#xff1a;\u6839\u636e\u6761\u4ef6\u67e5\u8be2\u51fa\u5f85\u9057\u5fd8\u7684\u8bb0\u5fc6ID\u5217\u8868<\/p>\n<p>3.\u6267\u2f8f\u9057\u5fd8&#xff1a;<\/p>\n<ul>\n<li>\u786c\u5220\u9664&#xff1a;\u7269\u7406\u5220\u9664&#xff0c;\u4e0d\u53ef\u6062\u590d<\/li>\n<li>\u8f6f\u5220\u9664&#xff1a;\u6807\u8bb0\u4e3a\u5df2\u5220\u9664&#xff0c;\u68c0\u7d22\u65f6\u8df3\u8fc7<\/li>\n<li>\u964d\u6743&#xff1a;\u964d\u4f4e\u68c0\u7d22\u5f97\u5206\u7cfb\u6570&#xff08;\u5982\u4e58\u4ee50.2&#xff09;&#xff0c;\u4f46\u4ecd\u53ef\u80fd\u88ab\u53ec\u56de<\/li>\n<\/ul>\n<p>4.\u7ea7\u8054\u5904\u7406&#xff1a;\u82e5\u5220\u9664\u7684\u8bb0\u5fc6\u5b58\u5728\u5173\u8054\u4f9d\u8d56&#xff0c;\u540c\u6b65\u5904\u7406\u5173\u8054\u8bb0\u5fc6<\/p>\n<p>5.\u2f47\u5fd7\u8bb0\u5f55&#xff08;\u53ef\u9009&#xff09;&#xff1a;\u8bb0\u5f55\u9057\u5fd8\u64cd\u4f5c\u53ca\u539f\u56e0&#xff0c;\u4f9b\u540e\u7eed\u5ba1\u8ba1\u8ffd\u6eaf<\/p>\n<hr \/>\n<h3>7.\u8bb0\u5fc6\u5f00\u53d1\u6846\u67b6<\/h3>\n<table>\n<tr>\u540d\u79f0\u7b80\u4ecb\u5730\u5740<\/tr>\n<tbody>\n<tr>\n<td>Mem0<\/td>\n<td>\u4e1a\u754c\u5e7f\u6cdb\u5e94\u7528\u7684\u6838\u5fc3\u8bb0\u5fc6\u5c42&#xff0c;\u4e13\u6ce8\u4e8e\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u548c\u4e2a\u6027\u5316 AI\u3002\u5b83\u5c06\u8bb0\u5fc6\u7f16\u6392\u3001\u68c0\u7d22\u4e0e\u77e5\u8bc6\u56fe\u8c31\u7ed3\u5408&#xff0c;\u80fd\u8282\u7701 90% \u4ee5\u4e0a\u7684 token \u6210\u672c&#xff0c;\u5e76\u652f\u6301\u7ec6\u7c92\u5ea6\u7684\u7528\u6237 \/ \u4f1a\u8bdd\u9694\u79bb\u548c\u7ed3\u6784\u5316\u66f4\u65b0<\/td>\n<td>GitHub&#xff1a;https:\/\/github.com\/mem0ai\/mem0\u5b98\u7f51&#xff1a;https:\/\/mem0.ai<\/td>\n<\/tr>\n<tr>\n<td>LangMem<\/td>\n<td>LangChain \u56e2\u961f\u63a8\u51fa\u7684\u4e13\u5c5e\u8bb0\u5fc6 SDK&#xff0c;\u6df1\u5ea6\u96c6\u6210 LangGraph \u751f\u6001\u3002\u5b83\u540c\u65f6\u63d0\u4f9b\u4e86 \u201c\u70ed\u8def\u5f84\u5de5\u5177\u201d \u7528\u4e8e\u5bf9\u8bdd\u4e2d\u7684\u5b9e\u65f6\u8bb0\u5fc6&#xff0c;\u4ee5\u53ca \u201c\u4f18\u5316\u6280\u5de7\u201d \u7528\u4e8e\u957f\u671f\u4f18\u5316 Agent \u884c\u4e3a&#xff08;\u5982\u66f4\u65b0\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff09;<\/td>\n<td>GitHub&#xff1a;https:\/\/github.com\/langchain\u2011ai\/langmem<\/td>\n<\/tr>\n<tr>\n<td>Zep<\/td>\n<td>\u6784\u5efa\u52a8\u6001\u7684 \u201c\u65f6\u5e8f\u77e5\u8bc6\u56fe\u8c31\u201d&#xff0c;\u64c5\u957f\u8bb0\u5fc6\u4fe1\u606f\u95f4\u968f\u65f6\u95f4\u53d8\u5316\u7684\u590d\u6742\u5173\u7cfb&#xff0c;\u5e76\u59cb\u7ec8\u4fdd\u6301\u9ad8\u6548\u68c0\u7d22<\/td>\n<td>GitHub&#xff1a;https:\/\/github.com\/getzep\/zep\u5b98\u7f51&#xff1a;https:\/\/www.getzep.com<\/td>\n<\/tr>\n<tr>\n<td>TencentDB Agent Memory<\/td>\n<td>Agent \u8bb0\u5fc6\u670d\u52a1&#xff08;TencentDB Agent Memory&#xff09;\u7531\u817e\u8baf\u4e91\u6570\u636e\u5e93\u56e2\u961f\u4ece\u5e95\u5c42\u5b8c\u5168\u81ea\u7814\u3002\u4f5c\u4e3a\u4e00\u6b3e\u72ec\u7acb\u7684\u8bb0\u5fc6\u7ba1\u7406\u5e95\u5ea7&#xff0c;\u5b83\u539f\u751f\u63d0\u4f9b\u81ea\u52a8\u5199\u5165\u3001\u5206\u5c42\u6c89\u6dc0\u3001\u6309\u9700\u53ec\u56de\u4e0e\u6cbb\u7406\u589e\u5f3a\u7b49\u6838\u5fc3\u80fd\u529b\u3002\u5f3a\u529b\u652f\u6491\u667a\u80fd\u4f53\u5728\u8de8\u4f1a\u8bdd\u3001\u957f\u5468\u671f\u3001\u591a\u4efb\u52a1\u573a\u666f\u4e2d\u6301\u7eed\u6c89\u6dc0\u4e1a\u52a1\u77e5\u8bc6&#xff0c;\u4fdd\u969c\u4e0a\u4e0b\u6587\u7684\u8fde\u7eed\u6027&#xff0c;\u5e76\u4f7f\u8bb0\u5fc6\u8d44\u4ea7\u5177\u5907\u66f4\u5168\u5c40\u7ef4\u5ea6\u7684\u7ba1\u7406\u4e0e\u9ad8\u6548\u590d\u7528\u80fd\u529b\u3002<\/td>\n<td>https:\/\/cloud.tencent.com\/product\/agm<\/td>\n<\/tr>\n<tr>\n<td>Polar Agent Memory<\/td>\n<td>Polar Agent Memory \u662f\u90e8\u7f72\u4e8e PolarDB for AI \u8282\u70b9\u7684\u957f\u671f\u8bb0\u5fc6\u5f15\u64ce&#xff0c;\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u77e5\u8bc6\u56fe\u8c31\u53cc\u6a21\u5b58\u50a8&#xff0c;\u5c06\u5386\u53f2\u5bf9\u8bdd\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u6301\u4e45\u5316&#xff0c;\u5e76\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u81ea\u52a8\u68c0\u7d22\u3001\u66f4\u65b0\u548c\u5173\u8054&#xff0c;\u4f7f\u5927\u6a21\u578b\u5177\u5907\u8de8\u4f1a\u8bdd\u7684\u4e2a\u6027\u5316\u8bb0\u5fc6\u80fd\u529b\u3002<\/td>\n<td>https:\/\/help.aliyun.com\/zh\/polardb\/polardb\u2011for\u2011mysql\/polardb\u2011agent\u2011memory?spm&#061;a2c4g.11186623.help\u2011menu\u20112249963.d_5_2_4_6.6f4166ea nvPwqX&amp;scm&#061;20140722.H_3015094\u2026OR_help\u2011T\u2011cn~zh\u2011V_1<\/td>\n<\/tr>\n<tr>\n<td>AgentKit Memory<\/td>\n<td>AgentKit Memory \u4e3a Agent \u63d0\u4f9b\u4f01\u4e1a\u7ea7\u7684\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u80fd\u529b\u3002\u901a\u8fc7\u7edf\u4e00\u63a5\u53e3\u5bf9\u63a5\u4e3b\u6d41\u8bb0\u5fc6\u5e93\u6846\u67b6&#xff08;mem0\u3001Viking \u7b49&#xff09;&#xff0c;\u5e2e\u52a9 Agent \u5b9e\u73b0\u8de8\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u4e2a\u6027\u5316\u4ea4\u4e92\u548c\u6301\u7eed\u5b66\u4e60\u4e0e\u6f14\u8fdb\u3002<\/td>\n<td>https:\/\/www.volcengine.com\/docs\/86681\/1844843?lang&#061;zh<\/td>\n<\/tr>\n<tr>\n<td>Letta (\u539f MemGPT)<\/td>\n<td>\u501f\u9274\u64cd\u4f5c\u7cfb\u7edf\u5185\u5b58\u7ba1\u7406\u601d\u60f3&#xff0c;\u8ba9 Agent \u5c06\u4e0a\u4e0b\u6587\u7a97\u53e3\u89c6\u4e3a\u6709\u9650\u5185\u5b58&#xff0c;\u901a\u8fc7\u81ea\u4e3b\u8c03\u7528 \u201c\u8bb0\u5fc6\u5de5\u5177\u201d \u5b9e\u73b0\u7ba1\u7406&#xff0c;\u652f\u6301\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u5316\u3002\u4f5c\u4e3a\u8bb0\u5fc6\u9886\u57df\u7684\u5143\u8001\u7ea7\u6846\u67b6&#xff0c;\u5b83\u66f4\u5177\u7cfb\u7edf\u67b6\u6784\u5c42\u9762\u7684\u7075\u6d3b\u6027<\/td>\n<td>GitHub&#xff1a;https:\/\/github.com\/letta\u2011ai\/letta\u5b98\u7f51&#xff1a;https:\/\/www.letta.com<\/td>\n<\/tr>\n<tr>\n<td>MemOS<\/td>\n<td>\u4ece \u201c\u64cd\u4f5c\u7cfb\u7edf\u201d \u9ad8\u5ea6\u7ba1\u7406 AI \u8bb0\u5fc6\u7684\u5168\u6808\u6846\u67b6&#xff0c;\u5c06\u8bb0\u5fc6\u63d0\u5347\u4e3a\u4e00\u7ea7\u8ba1\u7b97\u8d44\u6e90&#xff0c;\u91c7\u7528\u5206\u5c42\u67b6\u6784\u5b9e\u73b0\u7edf\u4e00\u8c03\u5ea6\u3001\u66f4\u65b0\u4e0e\u6f14\u5316<\/td>\n<td>https:\/\/github.com\/MemTensor\/MemOS<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5927\u81f4\u8bf4\u660e&#xff1a;<\/p>\n<li><span style=\"color:#fe2c24\">Mem0<\/span>&#xff1a;\u793e\u533a\u6210\u719f\u3001\u5f00\u7bb1\u5373\u7528&#xff0c;\u81ea\u5e26\u8bb0\u5fc6\u589e\u5220\u6539\u67e5&#xff0c;\u8bba\u6587 \/ \u6bd5\u4e1a\u8bbe\u8ba1\u9996\u9009\u3002<\/li>\n<li><span style=\"color:#fe2c24\">Letta&#xff08;MemGPT&#xff09;\/MemOS<\/span>&#xff1a;\u4e3b\u6253\u5206\u5c42\u5185\u5b58\u7ba1\u7406\u601d\u60f3&#xff0c;<span style=\"color:#fe2c24\">\u548c\u4e09\u5c42\u8bb0\u5fc6\u67b6\u6784\u7406\u8bba\u5951\u5408\u5ea6\u6700\u9ad8<\/span>&#xff0c;\u9002\u5408\u505a\u67b6\u6784\u5206\u6790\u3001\u539f\u7406\u7814\u7a76\u3002<\/li>\n<li><span style=\"color:#fe2c24\">LangMem&#xff1a;<\/span>\u4ec5\u9650 LangChain\/LangGraph \u9879\u76ee&#xff0c;\u751f\u6001\u7ed1\u5b9a\u5f3a\u3002<\/li>\n<li><span style=\"color:#fe2c24\">Zep<\/span>&#xff1a;\u4f18\u52bf\u662f\u65f6\u5e8f\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u9002\u5408\u5e26\u6709\u65f6\u95f4\u7ebf\u8bb0\u5fc6\u573a\u666f\u3002<\/li>\n<li>T<span style=\"color:#fe2c24\">encentDB \/ PolarDB \/ AgentKit Memory<\/span><span style=\"color:#fe2c24\">&#xff1a;<\/span>\u4e91\u5382\u5546\u5546\u7528\u670d\u52a1&#xff0c;\u9002\u5408\u4f01\u4e1a\u5f00\u53d1&#xff0c;\u4e0d\u9002\u5408\u672c\u5730\u90e8\u7f72\u5b9e\u9a8c\u3002<\/li>\n<hr \/>\n<h3>8.\u5b9e\u6218-Mem0\u8bb0\u5fc6\u4f53\u9a8c<\/h3>\n<p>1. \u767b\u5f55mem0\u5b98\u2f79(Mem0 &#8211; AI Memory Layer for your Agents &amp; Apps | Persistent Context)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1026\" src=\"2026-09-01tfszhmgtdk3.png\" width=\"1846\" \/><\/p>\n<p>2. \u70b9\u51fbStart For Free\u8fdb\u2f8f\u6ce8\u518c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"231\" src=\"2026-09-01scpehj40h32.png\" width=\"741\" \/><\/p>\n<p>3. \u6211\u4eec\u53ef\u4ee5\u4f7f\u2f64\u2f95\u6b4c\u8d26\u53f7\u6216\u8005\u2f83\u2f30\u7684\u90ae\u7bb1\u5b8c\u6210<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"586\" src=\"2026-09-0110go12vesti.png\" width=\"573\" \/><\/p>\n<p>\u8fd9\u662f\u767b\u9646\u540e\u7684\u754c\u9762&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"990\" src=\"2026-09-01zm4aiqj0zu4.png\" width=\"1791\" \/><\/p>\n<p>\u70b9\u51fbdashboard\u7684\u9875\u9762\u8868\u793a\u6211\u4eec\u53d1\u4e86\u591a\u5c11\u8bf7\u6c42&#xff0c;\u56e0\u4e3a\u6211\u662f\u7b2c\u4e00\u6b21\u6ce8\u518c\u6240\u4ee5&#xff0c;requets\u663e\u793a\u4e3a0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"846\" src=\"2026-09-01mr3c11gjlpz.png\" width=\"1820\" \/><\/p>\n<p>\u70b9\u51fbdocs&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"970\" src=\"2026-09-01rpd31wavrgw.png\" width=\"1743\" \/><\/p>\n<p>\u70b9\u51fbAPI reference\u6709\u5404\u79cd\u5404\u6837\u7684\u8bb0\u5fc6&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1034\" src=\"2026-09-01pet0n3lasep.png\" width=\"1714\" \/><\/p>\n<p>4. \u8fdb\u2f0a\u540e\u6211\u4eec\u70b9\u51fbPlayground<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"970\" src=\"2026-09-01jcgbrgp3rer.png\" width=\"1850\" \/><\/p>\n<p>5. \u6211\u4eec\u8fdb\u2f0a\u2f00\u4e2a\u4f53\u9a8c\u73af\u5883<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-09-01rg201ipgof2.png\" width=\"1635\" \/><\/p>\n<p>6. \u6211\u4eec\u8f93\u2f0a\u4e0b\u2faf\u7684\u63d0\u793a\u8bcd<\/p>\n<p>\u6211\u53ebhjq\u3002\u6211\u6bcf\u5929\u4e0b\u534817:00\u6709\u4e2a\u5185\u90e8\u6c9f\u901a\u4f1a\u8bae&#xff0c;\u7ed9\u6211\u2f00\u4e2a\u4f1a\u8bae\u6a21\u677f\u53c2\u8003 <\/p>\n<p>\u70b9\u51fbadd memories:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"711\" src=\"2026-09-012qzhcg3tiyh.png\" width=\"1631\" \/><\/p>\n<p>\u70b9\u51fbsearch\u00a0memories:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"706\" src=\"2026-09-011xc1hxnydsu.png\" width=\"1499\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\u56de\u590d\u4fe1\u606f<\/p>\n<p><img loading=\"lazy\" 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