{"id":21717,"date":"2026-10-20T14:12:38","date_gmt":"2026-10-20T06:12:38","guid":{"rendered":"https:\/\/92it.top\/?p=21717"},"modified":"2026-10-20T14:12:38","modified_gmt":"2026-10-20T06:12:38","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-agent-memory-%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%b0%e5%bf%86%e6%9c%ba%e5%88%b6","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21717","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014 Agent Memory \u667a\u80fd\u4f53\u8bb0\u5fc6\u673a\u5236"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u54b1\u4eec\u804a\u8fc7 Agent \u7684\u642d\u5efa\u548c\u591a Agent \u7cfb\u7edf\uff0c\u4eca\u5929\u6211\u4eec\u6765\u804a\u4e00\u4e2a Agent \u91cc\u7684\u6838\u5fc3\u8bdd\u9898 \u2014\u2014 <strong>Agent \u7684\u8bb0\u5fc6\u673a\u5236\uff08Memory\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u8ddf\u65e9\u671f\u804a\u5929\u673a\u5668\u4eba\u5bf9\u8bdd\u662f\u4ec0\u4e48\u4f53\u9a8c\uff1f\u5b83\u6c38\u8fdc\u8bb0\u4e0d\u4f4f\u4e09\u79d2\u524d\u4f60\u8bf4\u8fc7\u5565\u3002\u4f60\u4e0a\u4e00\u53e5\u8bf4 &#8220;\u6211\u559c\u6b22\u84dd\u8272&#8221;\uff0c\u4e0b\u4e00\u53e5\u95ee\u5b83 &#8220;\u6211\u559c\u6b22\u4ec0\u4e48\u989c\u8272&#8221;\uff0c\u5b83\u4e00\u8138\u61f5\u903c\u5730\u56de\u7b54 &#8220;\u6211\u4e0d\u77e5\u9053\u54e6&#8221;\u3002<\/p>\n\n\n\n<p>\u4f46\u73b0\u5728\u5389\u5bb3\u7684 AI Agent\uff0c\u6bd4\u5982\u4e00\u4e9b\u667a\u80fd\u4e2a\u4eba\u52a9\u7406\uff0c\u4e0d\u4ec5\u80fd\u8bb0\u4f4f\u4f60\u51e0\u5206\u949f\u524d\u7684\u5bf9\u8bdd\uff0c\u751a\u81f3\u80fd\u8bb0\u4f4f\u4f60\u4e0a\u5468\u3001\u4e0a\u4e2a\u6708\u7684\u504f\u597d\u548c\u4e60\u60ef\u3002\u5b83\u80fd\u8bb0\u5f97\u4f60\u5bf9\u82b1\u751f\u8fc7\u654f\uff0c\u8bb0\u5f97\u4f60\u6b63\u5728\u8ffd\u7684\u5267\uff0c\u8bb0\u5f97\u4f60\u8bbe\u5b9a\u7684\u5e74\u5ea6\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u5207\u90fd\u5f52\u529f\u4e8e\u8bb0\u5fc6\u673a\u5236\u3002\u8bb0\u5fc6\u8ba9 AI \u4ece\u4e00\u4e2a\u53ea\u4f1a\u5e94\u7b54\u7684\u673a\u5668\uff0c\u8fdb\u5316\u6210\u6709\u4e0a\u4e0b\u6587\u3001\u61c2\u4f60\u5fc3\u610f\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u5927\u5bb6\u51c6\u5907\u597d\u4e86\u5417\uff1f\u54b1\u4eec\u53d1\u8f66\u4e86\uff01<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4e3a\u5565 Agent \u975e\u5f97\u6709\u8bb0\u5fc6\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5148\u4ece\u6700\u57fa\u672c\u7684\u95ee\u9898\u5f00\u59cb\u3002\u60f3\u8c61\u4f60\u65b0\u62db\u4e86\u4e00\u4e2a\u4eba\u7c7b\u52a9\u7406\uff0c\u53eb\u5c0f\u660e\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u573a\u666f\u4e00\uff08\u65e0\u8bb0\u5fc6\u7684\u5c0f\u660e\uff09\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">> \u4f60\uff1a\"\u5c0f\u660e\uff0c\u5e2e\u6211\u8ba2\u4e00\u5f20\u660e\u5929\u4e0a\u5348\u53bb\u4e0a\u6d77\u7684\u673a\u7968\u3002\"<br>> \u5c0f\u660e\uff1a\"\u597d\u7684\uff0c\u8bf7\u95ee\u53bb\u54ea\u91cc\uff1f\"<br>> \u4f60\uff1a\"\u2026\u2026 \u53bb\u4e0a\u6d77\u3002\"<br>> \u5c0f\u660e\uff1a\"\u597d\u7684\uff0c\u8bf7\u95ee\u4ec0\u4e48\u65f6\u95f4\u7684\u673a\u7968\uff1f\"<br>> \u4f60\uff1a\"\u660e\u5929\u4e0a\u5348\uff01\"<br>> \u4f60\uff1a\u201c\u660e\u5929\u4e0a\u5348\uff01\u201d<br>> \u5c0f\u660e\uff1a\u201c\u597d\u7684\uff0c\u660e\u5929\u4e0a\u5348\u53bb\u54ea\u91cc\u7684\u673a\u7968\uff1f\u201d<\/pre>\n\n\n\n<p>\u4f60\u60f3\u6284\u8d77\u952e\u76d8\u6253\u4eba\u4e86\u3002\u8fd9\u4e2a\u5c0f\u660e\u5c31\u662f\u6ca1\u6709\u8bb0\u5fc6\u7684 AI\uff0c\u6bcf\u6b21\u53ea\u80fd\u5904\u7406\u4f60\u5f53\u524d\u8f93\u5165\u7684\u8fd9\u4e00\u53e5\u8bdd\uff0c\u5b8c\u5168\u6ca1\u6709\u4e0a\u4e0b\u6587\u6982\u5ff5\u3002\u8fd9\u79cd AI \u53eb<strong>\u65e0\u72b6\u6001\uff08Stateless\uff09<\/strong>\u7684\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u6570\u5b66\u51fd\u6570\uff0c\u4f60\u8f93\u5165 X \u5b83\u8f93\u51fa Y\uff0c\u4e24\u6b21\u72ec\u7acb\u7684\u8f93\u5165 X \u5f97\u5230\u7684\u7ed3\u679c\u6c38\u8fdc\u4e00\u6837\uff0c\u8ddf\u4e4b\u524d\u53d1\u751f\u4e86\u4ec0\u4e48\u6beb\u65e0\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u573a\u666f\u4e8c\uff08\u6709\u8bb0\u5fc6\u7684\u5c0f\u660e\uff09\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">> \u4f60\uff1a\u201c\u5c0f\u660e\uff0c\u5e2e\u6211\u8ba2\u4e00\u5f20\u660e\u5929\u4e0a\u5348\u53bb\u4e0a\u6d77\u7684\u673a\u7968\u3002\u201d<br>> \u5c0f\u660e\uff1a\u201c\u597d\u7684\uff0c\u8001\u677f\u3002\u6b63\u5728\u67e5\u8be2\u660e\u5929\u4e0a\u5348\u98de\u5f80\u4e0a\u6d77\u7684\u822a\u73ed\u3002\u60a8\u6709\u504f\u597d\u7684\u822a\u7a7a\u516c\u53f8\u5417\uff1f\u4e0a\u6b21\u60a8\u98de\u4e0a\u6d77\u9009\u7684\u662f\u4e1c\u65b9\u822a\u7a7a\u3002\u201d<br>> \u4f60\uff1a\u201c\u8fd9\u6b21\u56fd\u822a\u5427\uff0c\u5e2e\u6211\u9009\u4e2a\u9760\u7a97\u7684\u4f4d\u7f6e\u3002\u201d<br>> \u5c0f\u660e\uff1a\u201c\u6536\u5230\uff01\u5df2\u4e3a\u60a8\u7b5b\u9009\u56fd\u822a\u822a\u73ed\uff0c\u5e76\u9501\u5b9a\u9760\u7a97\u5ea7\u4f4d\u3002\u53e6\u5916\uff0c\u6211\u8bb0\u5f97\u60a8\u63d0\u8fc7\u60a8\u5bf9\u575a\u679c\u8fc7\u654f\uff0c\u6211\u4f1a\u5728\u9910\u996e\u5907\u6ce8\u91cc\u52a0\u4e0a\u8fd9\u4e00\u6761\u3002\u201d<\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u5c0f\u660e\u4e0d\u4ec5\u8bb0\u5f97\u5f53\u524d\u5bf9\u8bdd\uff0c\u8fd8\u8bb0\u5f97\u4f60\u8fc7\u53bb\u7684\u884c\u4e3a\u548c\u58f0\u660e\u8fc7\u7684\u4e2a\u4eba\u504f\u597d\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u6709\u8bb0\u5fc6\u7684 AI Agent\u3002\u5b83\u80fd\u591f\uff1a<\/p>\n\n\n\n<ol>\n<li>\u7ef4\u6301\u5bf9\u8bdd\u8fde\u8d2f\u6027\uff0c\u8ba9\u5bf9\u8bdd\u50cf\u6d41\u6c34\u4e00\u6837\u81ea\u7136\u8fdb\u884c\uff1b<\/li>\n\n\n\n<li>\u7406\u89e3\u4e2a\u6027\u5316\u9700\u6c42\uff0c\u57fa\u4e8e\u5386\u53f2\u4fe1\u606f\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u670d\u52a1\uff1b<\/li>\n\n\n\n<li>\u6267\u884c\u590d\u6742\u7684\u591a\u6b65\u4efb\u52a1\uff0c\u6bd4\u5982\u89c4\u5212\u4e00\u6b21\u65c5\u884c\u9700\u8981\u8bb0\u4f4f\u9884\u7b97\u3001\u65f6\u95f4\u3001\u5174\u8da3\u70b9\u7b49\uff1b<\/li>\n\n\n\n<li>\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u548c\u8fdb\u5316\uff0c\u5206\u6790\u8fc7\u53bb\u7684\u4ea4\u4e92\u53d8\u5f97\u66f4\u61c2\u4f60\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6240\u4ee5\u8bb0\u5fc6\u8d4b\u4e88\u4e86 AI<strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b<\/strong>\u548c<strong>\u4e2a\u6027\u5316\u80fd\u529b<\/strong>\uff0c\u4f7f\u5b83\u6210\u4e3a\u771f\u6b63\u80fd\u89e3\u51b3\u95ee\u9898\u7684\u667a\u80fd Agent\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001AI \u7684\u5927\u8111\u957f\u5565\u6837\uff1f\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u65e2\u7136\u8bb0\u5fc6\u8fd9\u4e48\u91cd\u8981\uff0cAI \u7684\u5927\u8111\u91cc\u8bb0\u5fc6\u7cfb\u7edf\u662f\u600e\u4e48\u8bbe\u8ba1\u7684\uff1f\u4e0d\u7528\u60f3\u592a\u590d\u6742\uff0c\u6253\u4e2a\u6bd4\u65b9\u5c31\u660e\u767d\u4e86\uff1a<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e2a\u8d85\u7ea7\u656c\u4e1a\u7684\u79c1\u4eba\u52a9\u7406\uff0c\u4ed6\u7684\u529e\u516c\u684c\u5c31\u662f Agent \u7684\u8bb0\u5fc6\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u8fd9\u5f20\u56fe\u91cc\u5305\u542b\u4e86 AI \u8bb0\u5fc6\u7684\u4e24\u4e2a\u6838\u5fc3\u90e8\u5206\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u77ed\u671f\u8bb0\u5fc6\uff08STM\uff09<\/strong>\uff1a\u5c31\u50cf\u684c\u4e0a\u7684\u90a3\u5f20\u4fbf\u7b7e\u7eb8\u3002\u7528\u6765\u8bb0\u5f55\u5f53\u524d\u6b63\u5728\u5904\u7406\u7684\u4e8b\u60c5\uff0c\u5bb9\u91cf\u5c0f\uff0c\u968f\u7528\u968f\u6254\uff0c\u4f46\u67e5\u9605\u8d77\u6765\u975e\u5e38\u5feb\u3002\u6bd4\u5982\u4f60\u548c AI \u6b63\u5728\u8fdb\u884c\u7684\u8fd9\u573a\u5bf9\u8bdd\u3001\u4f60\u521a\u521a\u63d0\u5230\u7684\u8981\u6c42\uff0c\u90fd\u8bb0\u5728\u8fd9\u5f20\u4fbf\u7b7e\u7eb8\u4e0a\u3002<\/li>\n\n\n\n<li><strong>\u957f\u671f\u8bb0\u5fc6\uff08Long-Term Memory, LTM\uff09<\/strong>\uff1a\u5c31\u50cf\u65c1\u8fb9\u7684\u90a3\u4e2a\u5927\u6587\u4ef6\u67dc\u3002\u7528\u6765\u5b58\u653e\u6240\u6709\u5386\u53f2\u4fe1\u606f\uff0c\u5bb9\u91cf\u5de8\u5927\uff0c\u53ef\u4ee5\u6c38\u4e45\u4fdd\u5b58\uff0c\u4f46\u67e5\u627e\u8d77\u6765\u9700\u8981\u4e00\u70b9\u65f6\u95f4\u3002\u6bd4\u5982\u4f60\u6240\u6709\u7684\u4e2a\u4eba\u8d44\u6599\u3001\u8fc7\u53bb\u7684\u5bf9\u8bdd\u6458\u8981\u3001\u5b8c\u6210\u7684\u9879\u76ee\u6587\u6863\u7b49\uff0c\u90fd\u5206\u95e8\u522b\u7c7b\u5730\u653e\u5728\u8fd9\u91cc\u3002<\/li>\n<\/ol>\n\n\n\n<p>AI Agent \u5de5\u4f5c\u65f6\uff0c\u5c31\u662f\u4e0d\u65ad\u5728\u4fbf\u7b7e\u7eb8\u4e0a\u6d82\u9e26\uff0c\u540c\u65f6\u6839\u636e\u9700\u8981\u53bb\u6587\u4ef6\u67dc\u91cc\u7ffb\u627e\u65e7\u8d44\u6599\uff0c\u518d\u628a\u627e\u5230\u7684\u8d44\u6599\u6284\u5230\u4fbf\u7b7e\u7eb8\u4e0a\u4e00\u5e76\u5904\u7406\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 \u8fd9\u91cc\u9762\u63d0\u5230\u4e86 Agent \u8bb0\u5fc6\u673a\u5236\u7684\u7cbe\u9ad3\uff1a<strong>\u4e00\u79cd\u5206\u5c42\u7684\u3001\u52a8\u6001\u534f\u4f5c\u7684\u7cfb\u7edf\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"961\" height=\"1024\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-961x1024.png\" alt=\"\" class=\"wp-image-21719\" style=\"width:344px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-961x1024.png 961w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-282x300.png 282w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-768x818.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-830x884.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-230x245.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-350x373.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14-480x511.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-14.png 1040w\" sizes=\"(max-width: 961px) 100vw, 961px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u77ed\u671f\u8bb0\u5fc6\u7684\u79d8\u5bc6\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5148\u770b\u6700\u76f4\u63a5\u7684\u77ed\u671f\u8bb0\u5fc6\u3002\u5728 AI \u9886\u57df\uff0c\u77ed\u671f\u8bb0\u5fc6\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u6280\u672f\u540d\u8bcd\uff1a<strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09<\/strong>\u3002\u4e5f\u5c31\u662f\u5927\u6a21\u578b\u4e00\u6b21\u6027\u80fd\u770b\u5230\u7684\u6587\u672c\u957f\u5ea6\u3002<\/p>\n\n\n\n<p>\u5f53\u4f60\u8ddf ChatGPT 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Token\u3002\u4f60\u53ef\u4ee5\u7c97\u7565\u5730\u7406\u89e3\u6210\u4e00\u4e2a\u5355\u8bcd\u6216\u4e00\u4e2a\u6c49\u5b57\u3002\u6bd4\u5982\u4e00\u4e2a 4K Token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5927\u6982\u80fd\u88c5\u4e0b\u51e0\u5343\u4e2a\u5355\u8bcd\u6216\u6c49\u5b57\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u73b0\u5728\u6709\u591a\u5927\uff1f\n<ul>\n<li>\u65e9\u671f\u6a21\u578b\u53ef\u80fd\u53ea\u6709 2K\u30014K\u3002GPT-4 Turbo \u6709 128K\uff0cGoogle \u7684 Gemini 1.5 Pro \u8fbe\u5230\u4e86 100 \u4e07 Token\uff0c\u53ef\u4ee5\u4e00\u53e3\u6c14\u8bfb\u5b8c\u4e00\u90e8\u300a\u54c8\u5229\u6ce2\u7279\u300b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8d8a\u5927\u8d8a\u597d\u5417\uff1f\n<ul>\n<li>\u7406\u8bba\u4e0a\u662f\u3002\u66f4\u5927\u7684\u7a97\u53e3\u610f\u5473\u7740 AI 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830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-15-230x244.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-15-350x372.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-15-480x510.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-15.png 1200w\" sizes=\"(max-width: 965px) 100vw, 965px\" \/><\/figure><\/div>\n\n\n<p><strong>\u77ed\u671f\u8bb0\u5fc6\u7684\u7ba1\u7406\u7b56\u7565<\/strong><\/p>\n\n\n\n<p>\u5f53\u5bf9\u8bdd\u53d8\u5f97\u5f88\u957f\uff0c\u5feb\u8981\u8d85\u51fa\u7a97\u53e3\u65f6\uff0c\u600e\u4e48\u529e\uff1f<\/p>\n\n\n\n<ol>\n<li><strong>\u6ed1\u52a8\u7a97\u53e3<\/strong>\uff1a\u4fdd\u6301\u7a97\u53e3\u5927\u5c0f\u4e0d\u53d8\uff0c\u968f\u7740\u5bf9\u8bdd\u8fdb\u884c\u76f4\u63a5\u4e22\u6389\u6700\u8001\u7684\u4e00\u90e8\u5206\u5bf9\u8bdd\u3002\u4f18\u70b9\u662f\u7b80\u5355\uff0c\u7f3a\u70b9\u662f\u53ef\u80fd\u4e22\u5931\u91cd\u8981\u7684\u65e9\u671f\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li><strong>\u622a\u65ad<\/strong>\uff1a\u4fdd\u7559\u5f00\u5934\u548c\u7ed3\u5c3e\uff0c\u4e22\u6389\u4e2d\u95f4\u90e8\u5206\uff1b<\/li>\n\n\n\n<li><strong>\u5bf9\u8bdd\u6458\u8981<\/strong>\uff1a\u66f4\u667a\u80fd\u7684\u65b9\u6cd5\u3002\u5f53\u65e7\u7684\u5bf9\u8bdd\u5373\u5c06\u88ab\u6324\u51fa\u7a97\u53e3\u65f6\uff0c\u7cfb\u7edf\u8c03\u7528 LLM 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Model\uff09<\/strong>\u5b8c\u6210\u3002\u8fd9\u4e2a\u6a21\u578b\u901a\u8fc7\u5728\u6d77\u91cf\u6587\u672c\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b66\u4f1a\u4e86\u5982\u4f55\u6355\u6349\u8bcd\u8bed\u548c\u53e5\u5b50\u4e4b\u95f4\u7684\u590d\u6742\u8bed\u4e49\u5173\u7cfb\uff0c\u5e76\u6620\u5c04\u5230\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5b58\u50a8\u8fd9\u6761\u8bb0\u5fc6\uff1a&#8221;\u6211\u7684\u751f\u65e5\u662f 10 \u6708 26 \u65e5\uff0c\u6211\u559c\u6b22\u5403\u5de7\u514b\u529b\u86cb\u7cd5\u3002&#8221;<\/p>\n\n\n\n<p>\u7ecf\u8fc7 Embedding \u6a21\u578b\u5904\u7406\uff0c\u5b83\u5c31\u53d8\u6210\u4e86\u4e00\u4e32\u7c7b\u4f3c <code>[0.12, -0.45, 0.88, ..., -0.23]<\/code> \u8fd9\u6837\u7684\u6570\u5b57\u5411\u91cf\u3002\u8fd9\u4e2a\u5411\u91cf\u5c31\u662f\u8fd9\u6761\u8bb0\u5fc6\u5728 AI \u5927\u8111\u4e2d\u7684\u6570\u5b66\u5316\u8eab\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"668\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-1024x668.png\" alt=\"\" class=\"wp-image-21723\" style=\"width:438px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-1024x668.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-300x196.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-768x501.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-1536x1003.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-830x542.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-230x150.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-350x228.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17-480x313.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-17.png 1906w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e8c\u6b65\uff1a\u5411\u91cf\u6570\u636e\u5e93\uff08Vector Database\uff09\u2014\u2014 \u8bb0\u5fc6\u7684\u5bab\u6bbf<\/strong><\/p>\n\n\n\n<p>\u597d\u4e86\uff0c\u73b0\u5728\u6211\u4eec\u6709\u4e86\u4e00\u5927\u5806\u4ee3\u8868\u7740\u5404\u79cd\u8bb0\u5fc6\u7684\u5411\u91cf\u5750\u6807\uff0c\u8be5\u628a\u5b83\u4eec\u5b58\u5230\u54ea\u91cc\u53bb\u5462\uff1f<\/p>\n\n\n\n<p>\u666e\u901a\u7684\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08\u6bd4\u5982 MySQL\uff09\uff0c\u64c5\u957f\u7684\u662f\u7cbe\u786e\u5339\u914d\uff0c\u6bd4\u5982 <code>SELECT * FROM users WHERE name = '\u5f20\u4e09'<\/code>\u3002\u4f46\u5b83\u6ca1\u6cd5\u5904\u7406 \u201c\u627e\u4e00\u4e2a\u8ddf\u8fd9\u4e2a\u610f\u601d\u5dee\u4e0d\u591a\u7684\u201d \u8fd9\u79cd\u6a21\u7cca\u7684\u8bed\u4e49\u641c\u7d22\u3002<\/p>\n\n\n\n<p>\u8fd9\u65f6\u5019\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5c31\u95ea\u4eae\u767b\u573a\u4e86\u3002\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5c31\u662f\u4e00\u4e2a\u4e13\u95e8\u4e3a\u5b58\u50a8\u548c\u9ad8\u6548\u68c0\u7d22\u9ad8\u7ef4\u5411\u91cf\u800c\u8bbe\u8ba1\u7684\u6570\u636e\u5e93\u3002\u5b83\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u4e0d\u662f\u7cbe\u786e\u5339\u914d\uff0c\u800c\u662f<strong>\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\uff08Approximate Nearest Neighbor, ANN\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<ol>\n<li><strong>\u5b58\u50a8<\/strong>\uff1a\u628a\u6210\u5343\u4e0a\u4e07\u6761\u8bb0\u5fc6\u901a\u8fc7 Embedding \u8f6c\u6362\u6210\u5411\u91cf\uff0c\u5168\u90e8\u5b58\u8fdb\u5411\u91cf\u6570\u636e\u5e93\u3002\u6570\u636e\u5e93\u7528\u4e00\u4e9b\u7b97\u6cd5\uff08\u6bd4\u5982 HNSW\u3001IVF-PQ\uff09\u628a\u8fd9\u4e9b\u5411\u91cf\u7ec4\u7ec7\u8d77\u6765\uff0c\u65b9\u4fbf\u5feb\u901f\u67e5\u627e\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u7d22<\/strong>\uff1a\u5f53\u7528\u6237\u63d0\u51fa\u65b0\u95ee\u9898\u65f6\uff0c\u6bd4\u5982<code>\u6211\u5feb\u8fc7\u751f\u65e5\u4e86\uff0c\u6709\u4ec0\u4e48\u597d\u5efa\u8bae\u5417<\/code>\uff0cAgent \u4f1a\uff1a\n<ul>\n<li>\u5148\u628a\u8fd9\u4e2a\u95ee\u9898\u901a\u8fc7\u540c\u4e00\u4e2a Embedding \u6a21\u578b\u8f6c\u6362\u6210\u67e5\u8be2\u5411\u91cf\uff1b<\/li>\n\n\n\n<li>\u62ff\u7740\u8fd9\u4e2a\u67e5\u8be2\u5411\u91cf\u53bb\u5411\u5411\u91cf\u6570\u636e\u5e93\u91cc\u627e\u51fa\u5750\u6807\u6700\u63a5\u8fd1\u7684 K \u4e2a\u5411\u91cf\uff1b<\/li>\n\n\n\n<li>\u6570\u636e\u5e93\u8fd4\u56de\u79bb\u67e5\u8be2\u5411\u91cf\u6700\u8fd1\u7684\u8bb0\u5fc6\u5bf9\u5e94\u7684\u539f\u59cb\u6587\u672c\uff1b<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u770b\uff0c\u795e\u5947\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\u3002AI \u5e76\u6ca1\u6709\u8fdb\u884c\u4efb\u4f55\u5173\u952e\u8bcd\u5339\u914d\uff0c\u4f46\u5b83\u901a\u8fc7\u6bd4\u8f83\u5411\u91cf\u7684\u8ddd\u79bb\u51c6\u786e\u5730\u627e\u5230\u4e86\u6700\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-1024x682.png\" alt=\"\" class=\"wp-image-21724\" style=\"width:426px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-1024x682.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-300x200.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-768x511.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-1536x1023.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-830x553.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-230x153.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-350x233.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18-480x320.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-18.png 1898w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\ud83d\udca1 \u8fd9\u5c31\u662f\u957f\u671f\u8bb0\u5fc6\u7684\u6838\u5fc3\u673a\u5236\uff1a\u5c06\u4fe1\u606f\u5411\u91cf\u5316\u5b58\u50a8\uff0c\u901a\u8fc7\u5411\u91cf\u76f8\u4f3c\u5ea6\u8fdb\u884c\u8bed\u4e49\u68c0\u7d22\u3002<\/p>\n\n\n\n<p>\u5e02\u9762\u4e0a\u6d41\u884c\u7684\u5411\u91cf\u6570\u636e\u5e93\u6709 Pinecone\u3001Weaviate\u3001Milvus\u3001ChromaDB\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u8bb0\u5fc6\u4e09\u90e8\u66f2\uff1a\u5b58\u5165\u3001\u63d0\u53d6\u3001\u7cbe\u70bc \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e86\u89e3\u77ed\u671f\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u5e95\u5c42\u6280\u672f\u540e\uff0c\u770b\u770b\u6210\u719f\u7684 AI Agent \u662f\u5982\u4f55\u7ba1\u7406\u6574\u4e2a\u8bb0\u5fc6\u5468\u671f\u7684\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e00\u6b65\uff1a\u8bb0\u5fc6\u7684\u5b58\u5165 \u2014\u2014 \u8be5\u8bb0\u4e0b\u70b9\u4ec0\u4e48<\/strong><\/p>\n\n\n\n<p>AI \u6bcf\u5929\u8ddf\u6211\u4eec\u804a\u90a3\u4e48\u591a\uff0c\u4e0d\u80fd\u628a\u6bcf\u53e5\u8bdd\u90fd\u5b58\u8fdb\u957f\u671f\u8bb0\u5fc6\uff0c\u5426\u5219\u6587\u4ef6\u67dc\u5f88\u5feb\u5c31\u585e\u6ee1\u5783\u573e\u3002\u5224\u65ad\u7b56\u7565\u53ef\u4ee5\u5f88\u7b80\u5355\uff0c\u4e5f\u53ef\u4ee5\u5f88\u590d\u6742\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u57fa\u4e8e\u89c4\u5219<\/strong>\uff1a\u5305\u542b \u201c\u6211\u7684\u504f\u597d\u662f\u2026\u2026\u201d\u3001\u201c\u8bf7\u8bb0\u4f4f\u2026\u2026\u201d \u7b49\u5173\u952e\u8bcd\u7684\u53e5\u5b50\u81ea\u52a8\u5b58\u5165\uff1b<\/li>\n\n\n\n<li><strong>\u5b9a\u671f\u603b\u7ed3<\/strong>\uff1a\u6bcf\u6bb5\u5bf9\u8bdd\u7ed3\u675f\u540e\u8ba9 LLM \u81ea\u52a8\u751f\u6210\u6458\u8981\u5b58\u5165\uff1b<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u5b9e\u4f53\u8bc6\u522b<\/strong>\uff1a\u8bc6\u522b\u4eba\u540d\u3001\u5730\u540d\u3001\u65e5\u671f\u3001\u76ee\u6807\u7b49\u4f5c\u4e3a\u7ed3\u6784\u5316\u4fe1\u606f\u5b58\u5165\uff1b<\/li>\n\n\n\n<li><strong>Agent \u81ea\u6211\u51b3\u7b56<\/strong>\uff1a\u66f4\u9ad8\u7ea7\u7684 Agent \u5728\u5b8c\u6210\u4efb\u52a1\u540e\u81ea\u6211\u53cd\u601d\uff1a&#8221;\u8fd9\u6b21\u4efb\u52a1\u7684\u7ed3\u8bba\u662f\u4ec0\u4e48\uff1f\u5b66\u5230\u4e86\u4ec0\u4e48\u65b0\u77e5\u8bc6\uff1f&#8221; \u7136\u540e\u628a\u8fd9\u4e9b\u611f\u609f\u5b58\u8d77\u6765\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u65e6\u51b3\u5b9a\u5b58\u50a8\u67d0\u6761\u4fe1\u606f\uff0c\u5c31\u542f\u52a8\u6d41\u7a0b\uff1a\u6587\u672c \u2192 Embedding \u6a21\u578b \u2192 \u5411\u91cf \u2192 \u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\u3002\u540c\u65f6\u53ef\u80fd\u5b58\u50a8\u4e00\u4e9b\u5143\u6570\u636e\uff0c\u6bd4\u5982\u65f6\u95f4\u6233\u3001\u6765\u6e90\u3001\u7c7b\u578b\u7b49\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e8c\u6b65\uff1a\u8bb0\u5fc6\u7684\u63d0\u53d6\uff08Retrieval\uff09\u2014\u2014 \u5728\u6b63\u786e\u7684\u65f6\u95f4\uff0c\u60f3\u8d77\u6b63\u786e\u7684\u4e8b<\/strong><\/p>\n\n\n\n<p>\u5f53\u7528\u6237\u8f93\u5165\u65b0\u8bf7\u6c42\u65f6\uff0cAgent \u7684\u601d\u8003\u6d41\u7a0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"594\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-1024x594.png\" alt=\"\" class=\"wp-image-21726\" style=\"width:526px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-1024x594.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-300x174.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-768x446.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-1536x891.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-830x482.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-230x133.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-350x203.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20-480x279.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-20.png 1916w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u770b\u5230\u4e86\u5417\uff1f\u957f\u671f\u8bb0\u5fc6\u5e76\u4e0d\u662f\u76f4\u63a5\u7528\u6765\u56de\u7b54\u95ee\u9898\u7684\uff0c\u800c\u662f\u4f5c\u4e3a &#8220;\u80cc\u666f\u6750\u6599&#8221; \u88ab\u52a8\u6001 &#8220;\u6ce8\u5165&#8221; \u5230\u77ed\u671f\u8bb0\u5fc6\u4e2d\u8f85\u52a9 LLM \u601d\u8003\u3002\u8fd9\u5c31\u662f<strong>\u77ed\u671f\u8bb0\u5fc6\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u534f\u540c\u5173\u7cfb<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u63d0\u53d6\u8fc7\u7a0b\u4e5f\u6709\u5f88\u591a\u53ef\u4ee5\u4f18\u5316\u7684\u70b9\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6df7\u5408\u641c\u7d22<\/strong>\uff1a\u9664\u4e86\u5411\u91cf\u7684\u8bed\u4e49\u641c\u7d22\uff0c\u4e5f\u7ed3\u5408\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u786e\u4fdd\u7cbe\u51c6\u5ea6\uff1b<\/li>\n\n\n\n<li><strong>\u91cd\u6392\uff08Re-ranking\uff09<\/strong>\uff1a\u521d\u6b65\u68c0\u7d22\u51fa 20 \u6761\u76f8\u5173\u8bb0\u5fc6\uff0c\u518d\u7528\u4e00\u4e2a\u66f4\u7cbe\u7ec6\u7684\u6a21\u578b\u5bf9\u8fd9 20 \u6761\u8fdb\u884c\u6392\u5e8f\uff0c\u9009\u51fa\u6700\u7ec8\u7684 Top 5\uff0c\u63d0\u9ad8\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39\u7b2c\u4e09\u6b65\uff1a\u8bb0\u5fc6\u7684\u7cbe\u70bc\uff08Reflection \/ Synthesis\uff09\u2014\u2014 \u6e29\u6545\u800c\u77e5\u65b0<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6700\u9ad8\u7ea7\u7684\u4e00\u6b65\u3002\u9876\u7ea7 Agent \u4e0d\u5e94\u8be5\u53ea\u662f\u88ab\u52a8\u5b58\u50a8\u548c\u63d0\u53d6\u8bb0\u5fc6\uff0c\u8fd8\u5e94\u8be5\u80fd\u4e3b\u52a8\u53cd\u601d\u548c\u6574\u7406\u81ea\u5df1\u7684\u8bb0\u5fc6\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53eb<strong>\u53cd\u601d\uff08Reflection\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>Agent \u53ef\u4ee5\u5728\u7a7a\u95f2\u65f6\u81ea\u52a8\u6267\u884c\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ol>\n<li>\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u4e00\u6279\u539f\u59cb\u8bb0\u5fc6\uff1b<\/li>\n\n\n\n<li>\u5c06\u8fd9\u4e9b\u96f6\u6563\u7684\u8bb0\u5fc6\u5582\u7ed9 LLM\uff0c\u95ee\uff1a&#8221;\u6839\u636e\u8fd9\u4e9b\u8bb0\u5fc6\uff0c\u80fd\u5f97\u51fa\u5173\u4e8e\u7528\u6237\u7684\u4ec0\u4e48\u65b0\u7ed3\u8bba\u6216\u66f4\u9ad8\u5c42\u6b21\u7684\u6d1e\u5bdf\uff1f&#8221;\uff1b<\/li>\n\n\n\n<li>LLM \u56de\u7b54\uff1a&#8221;\u4ece\u7528\u6237\u6700\u8fd1\u591a\u6b21\u8be2\u95ee Python \u8bed\u6cd5\u548c\u5de5\u5177\u6765\u770b\uff0c\u7528\u6237\u76ee\u524d\u6b63\u5728\u79ef\u6781\u5b66\u4e60 Python \u7f16\u7a0b&#8221;\uff1b<\/li>\n\n\n\n<li>Agent 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