{"id":42180,"date":"2025-09-25T16:52:12","date_gmt":"2025-09-25T08:52:12","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=42180"},"modified":"2025-09-25T16:52:12","modified_gmt":"2025-09-25T08:52:12","slug":"deepflow-%e6%99%ba%e8%83%bd%e4%bd%93%e5%8f%91%e5%b8%83%ef%bc%81%e5%bc%80%e5%90%af%e4%b8%9a%e5%8a%a1%e8%bf%9e%e7%bb%ad%e6%80%a7%e4%bf%9d%e9%9a%9c%e6%96%b0%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/42180.html","title":{"rendered":"DeepFlow \u667a\u80fd\u4f53\u53d1\u5e03\uff01\u5f00\u542f\u4e1a\u52a1\u8fde\u7eed\u6027\u4fdd\u969c\u65b0\u65f6\u4ee3"},"content":{"rendered":"\n<p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u65e5\u81fb\u6210\u719f\uff0cAI \u667a\u80fd\u4f53\uff08AI Agent\uff09\u4ece\u6982\u5ff5\u8d70\u5411\u5b9e\u9645\u5e94\u7528\u7684\u65f6\u4ee3\u5df2\u7136\u5230\u6765\u3002\u5728\u4f17\u591a\u7684\u667a\u80fd\u4f53\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u53ef\u89c2\u6d4b\u6027\u5929\u7136\u5177\u5907\u667a\u80fd\u4f53\u6210\u529f\u843d\u5730\u7684\u4e09\u5927\u8981\u7d20\uff1a\u9ad8\u8d28\u91cf\u7684\u7ed3\u6784\u5316\u6570\u636e\u3001\u529f\u80fd\u4e30\u5bcc\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u4ee5\u53ca\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u2014\u2014\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002\u901a\u8fc7\u5c06\u5148\u8fdb\u7684 AI \u6280\u672f\u4e0e\u53ef\u89c2\u6d4b\u6027\u573a\u666f\u878d\u5408\uff0cDeepFlow \u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u611f\u77e5\u73af\u5883\u3001\u63a8\u7406\u51b3\u7b56\u5e76\u6267\u884c\u4efb\u52a1\uff0c\u4e3a IT \u56e2\u961f\u63d0\u4f9b\u4ece\u65e5\u5e38\u5de1\u68c0\u5230\u5feb\u901f\u8bca\u65ad\u7684\u5168\u65b9\u4f4d\u652f\u6301\u3002\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u8fd0\u7ef4\u6548\u7387\uff0c\u66f4\u5c06 IT \u4eba\u5458\u4ece\u7e41\u7410\u7684\u65e5\u5e38\u4efb\u52a1\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u7d27\u8ddf\u6280\u672f\u8d8b\u52bf\uff0c\u9a7e\u9a6d\u5148\u8fdb\u7684 AI \u5de5\u5177\uff0c\u4e3a\u4e1a\u52a1\u8fde\u7eed\u6027\u63d0\u4f9b\u66f4\u575a\u5b9e\u7684\u4fdd\u969c\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u89c2\u70b9<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1038\" height=\"414\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1883.png\" alt=\"\" class=\"wp-image-42181\"\/><\/figure>\n\n\n\n<p><strong>\u89c2\u70b9\u4e00\uff1a\u667a\u80fd\u4f53\u8981\u80fd\u4f7f\u7528\u5de5\u5177\u5b8c\u6210\u5de5\u4f5c<\/strong><\/p>\n\n\n\n<p><em>\u667a\u80fd\u4f53 agent\uff0c\u6765\u81ea\u62c9\u4e01\u8bedagera\uff0c\u610f\u4e3a\u201d\u505a\u201c\u3002DeepFlow \u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u4f7f\u7528\u5404\u7c7b\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u5b8c\u6210\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u5de5\u4f5c\u3002<\/em><\/p>\n\n\n\n<p><strong>\u89c2\u70b9\u4e8c\uff1a\u667a\u80fd\u4f53\u9760\u8c31\u7684\u524d\u63d0\u662f\u53ef\u89c2\u6d4b\u6027<\/strong><\/p>\n\n\n\n<p><em>\u201c\u5b8c\u5168\u53ef\u89c2\u6d4b\u7684\u73af\u5883\u5f88\u5bb9\u6613\u5904\u7406\uff0c\u56e0\u4e3a\u667a\u80fd\u4f53\u4e0d\u9700\u8981\u7ef4\u62a4\u4efb\u4f55\u5185\u90e8\u72b6\u6001\u6765\u8ffd\u8e2a\u4e16\u754c\u3002\u201d\u2014\u2014\u300a\u4eba\u5de5\u667a\u80fd\uff1a\u73b0\u4ee3\u65b9\u6cd5\uff08\u7b2c\u56db\u7248\uff09\u300b\u3002<\/em><\/p>\n\n\n\n<p><em>DeepFlow \u667a\u80fd\u4f53\u4e4b\u6240\u4ee5\u201c\u9760\u8c31\u201d\uff0c\u56e0\u5176\u6240\u6709\u63a8\u7406\u51b3\u7b56\u5747\u57fa\u4e8e\u4e1a\u52a1\u7684\u5b8c\u5168\u53ef\u89c2\u6d4b\u6027\u3002<\/em><\/p>\n\n\n\n<p><strong>\u89c2\u70b9\u4e09\uff1a\u667a\u80fd\u4f53\u8981\u6709\u4ef7\u503c\u5fc5\u987b\u91cf\u8eab\u5b9a\u5236<\/strong><\/p>\n\n\n\n<p><em>\u57fa\u4e8e\u5e15\u7d2f\u6258\u6cd5\u5219\uff0c\u5927\u6a21\u578b\u6d88\u5f2d\u884c\u4e1a\u6280\u672f\u9e3f\u6c9f\u540e\uff0c\u4f01\u4e1a\u5e94\u805a\u7126\u72ec\u7279\u573a\u666f\u5b9a\u5236\u667a\u80fd\u4f53\uff0c\u4ee520%\u6838\u5fc3\u9700\u6c42\u64ac\u52a880%\u7ade\u4e89\u4f18\u52bf\u3002DeepFlow \u667a\u80fd\u4f53\u4e3a\u6bcf\u4e00\u4e2a\u5ba2\u6237\u63d0\u4f9b\u201c\u91cf\u8eab\u5b9a\u5236\u201d\u7684\u63a8\u7406\u573a\u666f\uff0c\u8ba9IT\u4eba\u5458\u6df1\u5ea6\u638c\u63a7AI\u6280\u672f\uff0c\u4e3a\u5404\u81ea\u4f01\u4e1a\u521b\u9020\u72ec\u6709\u7684\u4ef7\u503c\u3002<\/em><\/p>\n\n\n\n<p><strong>\u4f7f\u7528\u573a\u666f<\/strong><\/p>\n\n\n\n<p>DeepFlow \u667a\u80fd\u4f53\u7684\u8bbe\u8ba1\u76ee\u6807\uff0c\u662f\u4f7f\u7528 DeepFlow \u63d0\u4f9b\u7684\u5404\u7c7b\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u81ea\u4e3b\u5b8c\u6210\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u5de5\u4f5c\u3002DeepFlow \u667a\u80fd\u4f53\u7684\u5177\u4f53\u5e94\u7528\u573a\u666f\u8868\u73b0\u5728\u5982\u4e0b 3 \u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"694\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1884.png\" alt=\"\" class=\"wp-image-42182\"\/><figcaption class=\"wp-element-caption\">DeepFlow \u667a\u80fd\u4f53\u5e94\u7528\u573a\u666f<\/figcaption><\/figure>\n\n\n\n<p><strong>01 \u5206\u949f\u7ea7\u8bca\u65ad<\/strong><\/p>\n\n\n\n<p><strong>\u539f\u7406<\/strong><\/p>\n\n\n\n<p><strong>\u591a\u7ef4\u6570\u636e\u5b9e\u65f6\u5173\u8054\u5206\u6790<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u5386\u53f2\u7ecf\u9a8c\u7684\u6545\u969c\u6a21\u5f0f\u5339\u914d<\/li>\n\n\n\n<li>\u6545\u969c\u4f20\u64ad\u8def\u5f84\u548c\u5f71\u54cd\u8303\u56f4\u5feb\u901f\u5b9a\u4f4d<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<p><strong>\u6545\u969c\u6a21\u5f0f\u5e93\u548c\u77e5\u8bc6\u56fe\u8c31<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u7acb\u6545\u969c\u75c7\u72b6\u3001\u539f\u56e0\u3001\u89e3\u51b3\u65b9\u6848\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb<\/li>\n\n\n\n<li>\u5229\u7528\u63a8\u7406\u6a21\u578b\u5b9e\u73b0\u5feb\u901f\u8def\u5f84\u68c0\u7d22\u548c\u63a8\u7406<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4ef7\u503c<\/strong><\/p>\n\n\n\n<p><strong>\u964d\u4f4e\u91d1\u878d\u635f\u5931\u98ce\u9669<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u94f6\u884c\u6bcf\u5206\u949f\u4e2d\u65ad\u53ef\u80fd\u9020\u6210\u6570\u767e\u4e07\u7684\u635f\u5931<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4fdd\u62a4\u4f01\u4e1a\u58f0\u8a89\u907f\u514d\u957f\u65f6\u95f4\u6545\u969c\u5bfc\u81f4\u7684\u7528\u6237\u6d41\u5931<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ef4\u6301\u670d\u52a1\u8d28\u91cf\u627f\u8bfa\uff08SLA\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u51cf\u5c11\u7d27\u6025\u6545\u969c\u5904\u7406\u7684\u4eba\u5458\u538b\u529b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u6e05\u6670\u7684\u95ee\u9898\u5b9a\u4f4d\u548c\u89e3\u51b3\u65b9\u6848<\/li>\n<\/ul>\n\n\n\n<p><strong>\u63d0\u5347\u5f00\u53d1\u6d4b\u8bd5\u6548\u7387<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u786e\u4fdd\u65b0\u4e1a\u52a1\u3001\u65b0\u67b6\u6784\u6309\u65f6\u4fdd\u8d28\u4e0a\u7ebf<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1023\" height=\"605\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1885.png\" alt=\"\" class=\"wp-image-42183\"\/><\/figure>\n\n\n\n<p><strong>\u6848\u4f8b\uff1a<\/strong>\u94f6\u884c\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u96ea\u5d29\u5371\u673a\uff08\u5206\u949f\u7ea7\u8bca\u65ad\u7684\u751f\u6b7b\u65f6\u901f\uff09<\/p>\n\n\n\n<p><strong>\u4e8b\u4ef6\uff1a<\/strong>\u67d0\u94f6\u884c\u6838\u5fc3\u652f\u4ed8\u7f51\u5173\u7a81\u53d1\u4ea4\u6613\u5931\u8d25\u7387\u98d9\u5347\uff0c\u5168\u4e1a\u52a1\u4e2d\u65ad\u5012\u8ba1\u65f6\u5f00\u59cb\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>09:15\uff1a\u51fa\u73b0\u652f\u4ed8\u5361\u987f\uff0c\u5ba2\u670d\u7535\u8bdd\u91cf\u6fc0\u589e300%<\/li>\n\n\n\n<li>09:18\uff1a\u8fd0\u7ef4\u5927\u5385\u8b66\u62a5\u5927\u4f5c\uff0c\u4f46\u4f20\u7edf\u76d1\u63a7\u4ec5\u663e\u793a&#8221;\u6570\u636e\u5e93\u8fde\u63a5\u5f02\u5e38&#8221;<\/li>\n\n\n\n<li>09:20\uff1a&#8221;\u6211\u4eec\u8ddd\u79bb30\u5206\u949f\u7194\u65ad\u7ea2\u7ebf\u8fd8\u526925\u5206\u949f\uff01&#8221;<\/li>\n<\/ul>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53&nbsp;\u54cd\u5e94<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>1\u5206\u949f\u5b9a\u4f4d\uff1a\u667a\u80fd\u4f53\u81ea\u52a8\u5173\u8054\u4ea4\u6613\u94fe\u8def\uff0c\u53d1\u73b0\u7b2c\u4e09\u65b9\u652f\u4ed8\u6e20\u9053\u7684SSL\u63e1\u624b\u5f02\u5e38\u9661\u589e<\/li>\n\n\n\n<li>5\u5206\u949f\u6eaf\u6e90\uff1a\u4ece\u5e94\u7528\u9519\u8bef\u65e5\u5fd7\u2192\u7f51\u7edc\u8c03\u7528\u65e5\u5fd7\u2192\u914d\u7f6e\u53d8\u66f4\u4e8b\u4ef6\u6eaf\u6e90\uff0c\u786e\u8ba4\u4e3a\u5b89\u5168\u7ec4\u7b56\u7565\u8bef\u5220\u5bfc\u81f4TLS\u534f\u5546\u5931\u8d25<\/li>\n\n\n\n<li>10\u5206\u949f\u6062\u590d\uff1a\u7ed3\u5408\u77e5\u8bc6\u5e93\u63a8\u8350\u5e94\u6025\u9884\u6848\uff0c\u5b8c\u6210\u8bc1\u4e66\u70ed\u52a0\u8f7d\u548c\u8d1f\u8f7d\u5747\u8861\u5207\u6362<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u679c\uff1a\u907f\u514d\u76f4\u63a5\u7ecf\u6d4e\u635f\u6570\u5343\u4e07\u5143\uff0c\u76d1\u7ba1\u901a\u62a5\u98ce\u9669\u964d\u7ea7\u4e3a&#8221;\u4e00\u822c\u8fd0\u8425\u4e8b\u4ef6&#8221;\u3002<\/strong><\/p>\n\n\n\n<p><strong>02\u4e0d\u95f4\u65ad\u5de1\u68c0<\/strong><\/p>\n\n\n\n<p><strong>\u539f\u7406<\/strong><\/p>\n\n\n\n<p><strong>\u5bf9\u4e1a\u52a1\u5065\u5eb7\u5ea6\u8fdb\u884c7&#215;24\u68c0\u67e5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53d1\u73b0\u4e1a\u52a1\u6838\u5fc3\u6307\u6807\u5f02\u5e38<\/li>\n\n\n\n<li>\u5373\u65f6\u5206\u6790\u5404\u7ec4\u4ef6\u8fd0\u884c\u72b6\u6001<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5bf9\u4e1a\u52a1\u98ce\u9669\u5373\u65f6\u9884\u8b66<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65f6\u5e8f\u6570\u636e\u5efa\u6a21<\/li>\n\n\n\n<li>\u9884\u6d4b\u6027\u5206\u6790\u53d8\u5316\u8d8b\u52bf<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5bf9\u4e1a\u52a1\u544a\u8b66\u8fdb\u884c\u5feb\u901f\u5173\u8054\u5206\u6790<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6545\u969c\u4f20\u64ad\u5206\u6790<\/li>\n\n\n\n<li>\u8d44\u6e90\u4f9d\u8d56\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4ef7\u503c<\/strong><\/p>\n\n\n\n<p><strong>\u63d0\u5347\u7cfb\u7edf\u53ef\u9760\u6027\u95ee\u9898\u65e9\u671f\u53d1\u73b0<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u52a8\u9884\u9632<\/li>\n\n\n\n<li>\u964d\u4f4e\u91cd\u5927\u6545\u969c\u6982\u7387<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f18\u5316\u4eba\u529b\u8d44\u6e90\u51cf\u5c11\u4eba\u5de5\u5de1\u68c0\u6210\u672c<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u9ad8\u8fd0\u7ef4\u6548\u7387<\/li>\n\n\n\n<li>\u4e13\u6ce8\u66f4\u6709\u4ef7\u503c\u7684\u5de5\u4f5c<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u602724\/7\u4e0d\u95f4\u65ad\u76d1\u63a7<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u9762\u7684\u8986\u76d6\u8303\u56f4<\/li>\n\n\n\n<li>\u7a33\u5b9a\u7684\u76d1\u63a7\u8d28\u91cf<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"646\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1886.png\" alt=\"\" class=\"wp-image-42184\"\/><\/figure>\n\n\n\n<p><strong>\u6848\u4f8b\uff1a<\/strong>\u8de8\u5883\u652f\u4ed8\u7cfb\u7edf\u6697\u6d41\u5371\u673a\uff08\u4e0d\u95f4\u65ad\u5de1\u68c0\u7684\u9690\u5f62\u5b88\u62a4\uff09<\/p>\n\n\n\n<p><strong>\u4e8b\u4ef6\uff1a<\/strong>\u591c\u95f4\u8de8\u5883\u6e20\u9053\u4ea4\u6613 API \u6982\u7387\u6027\u8d85\u65f6\u4e14\u5448\u73b0\u9012\u589e\u8d8b\u52bf\uff0c\u7528\u6237\u4f53\u9a8c\u52a3\u5316\u3002<\/p>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53&nbsp;\u54cd\u5e94<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>20:13\uff1a\u667a\u80fd\u4f53\u68c0\u6d4b\u5230\u8de8\u5883\u6e20\u9053\u4ea4\u6613 API \u8d85\u65f6 5 \u6b21\uff0c\u8ffd\u8e2a\u7528\u6237 ID \u53d1\u73b0\u5f71\u54cd\u4e86 1 \u540d\u7528\u6237\u3002<\/li>\n\n\n\n<li>\u2026\u2026<\/li>\n\n\n\n<li>08:29+1D\uff1a\u667a\u80fd\u4f53\u68c0\u6d4b\u5230\u8de8\u5883\u6e20\u9053\u4ea4\u6613 API \u8fc7\u53bb\u4e00\u5c0f\u65f6\u8d85\u65f6\u8fbe 271 \u6b21\uff0c\u4e14\u8fc7\u53bb 12 \u5c0f\u65f6\u5448\u73b0\u9012\u589e\u8d8b\u52bf\uff0c\u8ffd\u8e2a\u53d1\u73b0\u5171\u5f71\u54cd\u4e86 312 \u4e2a\u7528\u6237\uff0c\u53d7\u5f71\u54cd\u7684\u6700\u5927\u4ea4\u6613\u91d1\u989d\u8fbe\u5230\u4e86 $900 \u4e07\u3002<\/li>\n\n\n\n<li>08:30+1D\uff1a\u8fd0\u7ef4\u4eba\u5458\u4e0a\u73ed\u540e\u67e5\u770b\u6628\u65e5\u5de1\u68c0\u62a5\u544a\uff0c\u67e5\u9605\u62a5\u544a\u4e2d\u7684\u5f71\u54cd\u8303\u56f4\u3001\u9690\u60a3\u5206\u6790\u548c\u9632\u8303\u5efa\u8bae\u3002<\/li>\n\n\n\n<li>08:42+1D\uff1a\u8fd0\u7ef4\u4eba\u5458\u6c47\u603b\u5de1\u68c0\u62a5\u544a\uff0c\u8f6c\u5916\u90e8\u6e20\u9053\u4f18\u5316 API\uff0c\u8f6c\u884c\u5185\u4e1a\u52a1\u90e8\u95e8\u505a VIP \u5ba2\u6237\u56de\u8bbf\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u679c\uff1a\u53ca\u65f6\u53d1\u73b0\u3001\u6301\u7eed\u5206\u6790\u957f\u5c3e\u5f02\u5e38\uff0c\u53ca\u65f6\u4f18\u5316 VIP \u7528\u6237\u4f53\u9a8c\uff0c\u9632\u6b62\u5343\u4e07\u7f8e\u91d1\u5e01\u7ea7\u522b\u7684\u5ba2\u6237\u6d41\u5931\u3002<\/strong><\/p>\n\n\n\n<p><strong>03\u4e00\u53e5\u8bdd\u95ee\u6570<\/strong><\/p>\n\n\n\n<p><strong>\u539f\u7406<\/strong><\/p>\n\n\n\n<p><strong>\u591a\u6e90\u6570\u636e\u5b9e\u65f6\u6574\u5408<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u667a\u80fd\u5316\u6570\u636e\u7279\u5f81\u63d0\u53d6<\/li>\n\n\n\n<li>\u590d\u6742\u67e5\u8be2\u7684\u81ea\u52a8\u5316\u7f16\u5199<\/li>\n<\/ul>\n\n\n\n<p><strong>\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u610f\u56fe\u8bc6\u522b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8e\u4e1a\u52a1\u548c\u7528\u6237\u7684\u4e0a\u4e0b\u6587\u7406\u89e3<\/li>\n\n\n\n<li>\u6d88\u9664\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4ef7\u503c<\/strong><\/p>\n\n\n\n<p><strong>\u63d0\u5347\u51b3\u7b56\u6548\u7387\uff0c\u7ba1\u7406\u5c42\u5feb\u901f\u83b7\u53d6\u51b3\u7b56\u4f9d\u636e<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51cf\u5c11\u6570\u636e\u5206\u6790\u7b49\u5f85\u65f6\u95f4<\/li>\n<\/ul>\n\n\n\n<p><strong>\u964d\u4f4e\u8fd0\u7ef4\u95e8\u69db\uff0c\u975e\u4e13\u4e1a\u4eba\u5458\u4e5f\u80fd\u5feb\u901f\u83b7\u53d6\u4fe1\u606f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51cf\u5c11\u5bf9\u4e13\u5bb6\u7684\u8fc7\u5206\u4f9d\u8d56<\/li>\n\n\n\n<li>\u51cf\u5c11\u7531\u4eba\u5de5\u64cd\u4f5c\u5f15\u5165\u7684\u9519\u8bef<\/li>\n<\/ul>\n\n\n\n<p><strong>\u652f\u6301\u5feb\u901f\u54cd\u5e94\uff0c\u7a81\u53d1\u4e8b\u4ef6\u5feb\u901f\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d44\u6e90\u8c03\u5ea6\u53ca\u65f6\u51b3\u7b56<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"656\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1887.png\" alt=\"\" class=\"wp-image-42185\"\/><\/figure>\n\n\n\n<p><strong>\u6848\u4f8b\uff1a<\/strong>\u8bc1\u5238\u4ea4\u6613\u7cfb\u7edf\u5bb9\u91cf\u4fdd\u536b\u6218\uff08\u4e00\u53e5\u8bdd\u95ee\u6570\u7684\u5b9e\u6218\u529b\u91cf\uff09<\/p>\n\n\n\n<p><strong>\u4e8b\u4ef6\uff1a<\/strong>\u67d0\u5238\u5546\u906d\u9047&#8221;\u53f2\u8bd7\u7ea7\u725b\u5e02&#8221;\uff0c\u5f00\u76d8\u524d\u96c6\u5408\u7ade\u4ef7\u65f6\u6bb5\u7a81\u53d1\u7cfb\u7edf\u54cd\u5e94\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>08:45\uff1a\u8fd0\u7ef4\u603b\u76d1\u63a5\u5230CEO\u7d27\u6025\u8d28\u8be2\uff1a&#8221;\u73b0\u5728\u7cfb\u7edf\u8fd8\u80fd\u6491\u4f4f\u591a\u5c11\u5e76\u53d1\uff1f\u4f59\u91cf\u8fd8\u5269\u591a\u5c11\uff1f&#8221;<\/li>\n\n\n\n<li>\u4f20\u7edf\u65b9\u5f0f\uff1a\u9700\u534f\u8c035\u4e2a\u56e2\u961f\u8c03\u53d620+\u76d1\u63a7\u6307\u6807\uff0c\u4eba\u5de5\u6d4b\u7b97\u81f3\u5c1115\u5206\u949f<\/li>\n\n\n\n<li>\u5e02\u573a\u7a97\u53e3\uff1a\u8ddd\u79bb\u96c6\u5408\u7ade\u4ef7\u4ec5\u526912\u5206\u949f\uff0c\u51b3\u7b56\u771f\u7a7a\u671f\u53ef\u80fd\u5bfc\u81f4\u6570\u4ebf\u5ba2\u6237\u8d44\u4ea7\u635f\u5931<\/li>\n<\/ul>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53&nbsp;\u54cd\u5e94<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff1a&#8221;\u5f53\u524d\u8ba2\u5355\u7cfb\u7edfTPS\u5cf0\u503c\u4e0e\u5bb9\u91cf\u9608\u503c\u5bf9\u6bd4\uff0c\u9884\u6d4b10:30\u524d\u8d44\u6e90\u74f6\u9888&#8221;<\/li>\n\n\n\n<li>\u667a\u80fd\u63a8\u6f14\uff1a\u7ed3\u5408\u5386\u53f2\u6d41\u91cf\u6a21\u5f0f+\u5b9e\u65f6\u8d44\u6e90\u5229\u7528\u7387\uff0c\u8f93\u51fa\u4e09\u7ef4\u5bb9\u91cf\u70ed\u529b\u56fe<\/li>\n\n\n\n<li>8:52\u51b3\u7b56\uff1a\u7cbe\u51c6\u8bc6\u522bRedis\u96c6\u7fa4\u5185\u5b58\u5c06\u63d0\u524d15\u5206\u949f\u89e6\u9876\uff0c\u7acb\u5373\u542f\u7528\u5f39\u6027\u5bb9\u5668\u7ec4\u6269\u5bb9<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7ed3\u679c\uff1a\u5728\u6caa\u6307\u5355\u65e5\u6210\u4ea4\u7834\u4e07\u4ebf\u7684\u5e02\u573a\u72c2\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u96f6\u6545\u969c\u625b\u4f4f\u6bcf\u79d232\u4e07\u7b14\u59d4\u6258\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e09\u4e2a\u573a\u666f\u5171\u540c<strong>\u6784\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u667a\u80fd\u8fd0\u7ef4\u4f53\u7cfb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u95f4\u65ad\u5de1\u68c0\u5b9e\u73b0\u4e86&#8221;<strong>\u9884\u9632\u4e3a\u4e3b<\/strong>&#8220;\u7684\u7406\u5ff5<\/li>\n\n\n\n<li>\u5206\u949f\u7ea7\u8bca\u65ad\u89e3\u51b3\u4e86&#8221;<strong>\u5feb\u901f\u6b62\u8840<\/strong>&#8220;\u7684\u95ee\u9898<\/li>\n\n\n\n<li>\u4e00\u53e5\u8bdd\u95ee\u6570\u6ee1\u8db3\u4e86&#8221;<strong>\u53ca\u65f6\u51b3\u7b56<\/strong>&#8220;\u7684\u9700\u6c42<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4ea7\u54c1\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u4e13\u6ce8\u4e8e\u7814\u7a76\u548c\u6784\u5efa\u505a\u6b63\u786e\u7684\u4e8b\u60c5\u7684\u667a\u80fd\u4f53\u3002\u667a\u80fd\u4f53(agent)\u5c31\u662f\u67d0\u79cd\u80fd\u591f\u91c7\u53d6\u884c\u52a8\u7684\u4e1c\u897f\uff08agent\u6765\u81ea\u62c9\u4e01\u8bedagere\uff0c\u610f\u4e3a\u201c\u505a\u201d\uff09\u3002\u4efb\u4f55\u901a\u8fc7\u4f20\u611f\u5668(sensor)\u611f\u77e5\u73af\u5883(environment)\u5e76\u901a\u8fc7\u6267\u884c\u5668(actuator)\u4f5c\u7528\u4e8e\u8be5\u73af\u5883\u7684\u4e8b\u7269\u90fd\u53ef\u4ee5\u88ab\u89c6\u4e3a\u667a\u80fd\u4f53(agent)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"886\" height=\"378\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1888.png\" alt=\"\" class=\"wp-image-42186\"\/><figcaption class=\"wp-element-caption\">\u6807\u51c6\u667a\u80fd\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>DeepFlow \u667a\u80fd\u4f53<em>\uff08\u82f1\u6587\uff1aDeepFlow AI Agent\uff09<\/em>\u7531\u4e00\u7cfb\u5217 DeepFlow \u4ea7\u54c1\u7ec4\u4ef6\u6784\u6210\u3002\u7528\u6237\u53ef\u6839\u636e\u5b9e\u9645\u4e1a\u52a1\u9700\u6c42\uff0c\u9009\u62e9\u5408\u9002\u7684\u7ec4\u4ef6\uff0c\u6784\u5efa\u9002\u5408\u81ea\u5df1\u7684DeepFlow \u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53\u4ea7\u54c1\u67b6\u6784\u5982\u4e0b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1002\" height=\"598\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1889.png\" alt=\"\" class=\"wp-image-42187\"\/><figcaption class=\"wp-element-caption\">DeepFlow \u667a\u80fd\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53\u5305\u542b\u5982\u4e0b\u51e0\u4e2a\u5c42\u6b21\u7684\u7ec4\u4ef6<\/strong><\/p>\n\n\n\n<p><strong>1. \u4ea4\u4e92\u5c42<\/strong><\/p>\n\n\n\n<p>\u4ea4\u4e92\u5c42\u5b9e\u73b0\u7528\u6237\u4e0e DeepFlow \u667a\u80fd\u4f53\u7684\u4ea4\u4e92\u3002\u4ea4\u4e92\u5c42\u5305\u542b\u5982\u4e0b\u7ec4\u4ef6\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u5747\u53ef\u4e3a\u5ba2\u6237\u63d0\u4f9b\u91cf\u8eab\u5b9a\u5236\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatUI\uff1a\u7528\u6237\u4e0e\u667a\u80fd\u4f53\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u652f\u6301\u6587\u5b57\u3001\u56fe\u8868\u3001\u4ee3\u7801\u7b49\u591a\u79cd\u4ea4\u4e92\u5185\u5bb9\u7684\u8f93\u51fa\u3002<\/li>\n\n\n\n<li>\u573a\u666f\u7f16\u6392\uff1a\u4f9d\u636e\u7528\u6237\u7279\u5b9a\u7684\u4e1a\u52a1\u548c\u7ba1\u7406\u6d41\u7a0b\uff0c\u7f16\u6392\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u3002<\/li>\n\n\n\n<li>\u5386\u53f2\u8bb0\u5f55\uff1a\u7528\u6237\u4f7f\u7528\u8bb0\u5f55\u7ba1\u7406\uff0c\u5305\u542b\u5bf9\u8bdd\u3001\u62a5\u544a\u3001\u89c6\u56fe\u7b49\u5185\u5bb9\u5b58\u53d6\u4e0e\u5206\u53d1\u3002<\/li>\n\n\n\n<li>\u77e5\u8bc6\u5e93\uff1a\u672c\u5730\u77e5\u8bc6\u5e93\u521b\u5efa\u548c\u7ef4\u62a4\uff0c\u5e2e\u52a9\u7528\u6237\u89e3\u51b3\u672c\u5730\u5e38\u8bc6\u6027\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u7ba1\u7406\uff1a\u7ba1\u7406 DeepFlow \u667a\u80fd\u4f53 \u7684\u7528\u6237\u53ca\u6743\u9650\u3001\u5de5\u5177\u53ca\u914d\u7f6e\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u611f\u77e5\u5c42<\/strong><\/p>\n\n\n\n<p>\u611f\u77e5\u5c42\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u5bf9\u5916\u90e8\u73af\u5883\u611f\u77e5\u80fd\u529b\u3002DeepFlow \u667a\u80fd\u4f53\u7684\u611f\u77e5\u5c42\uff0c\u901a\u8fc7\u6309\u9700\u548c\u5b9e\u65f6\u5206\u6790\u73af\u5883\u4e2d\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u5b9e\u73b0\u5bf9\u4e1a\u52a1\u8fd0\u884c\u72b6\u6001\u7684\u5168\u9762\u611f\u77e5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u611f\u77e5\u5de5\u5177\uff1a\u6309\u7167\u5de5\u4f5c\u6d41\u9700\u6c42\uff0c\u611f\u77e5\u4e1a\u52a1\u7279\u5b9a\u7ef4\u5ea6\u7684\u8fd0\u884c\u72b6\u6001\u3002\u611f\u77e5\u5de5\u5177\u901a\u8fc7\u7279\u5f81\u63d0\u53d6\u5de5\u5177\u53ca\u6a21\u5f0f\u8bc6\u522b\u5de5\u5177\u5b8c\u6210\u6570\u636e\u9a71\u52a8\u7684\u4e1a\u52a1\u8fd0\u884c\u72b6\u6001\u611f\u77e5\u3002\u611f\u77e5\u5de5\u5177\u7684\u6027\u80fd\u53ef\u4ee5\u901a\u8fc7\u611f\u77e5\u52a0\u901f\u63d0\u5347\u3002<\/li>\n\n\n\n<li>\u611f\u77e5\u52a0\u901f\uff1a\u63d0\u5347\u611f\u77e5\u5c42\u7684\u6574\u4f53\u6027\u80fd\uff0c\u4fdd\u969c\u590d\u6742\u5de5\u4f5c\u6d41\u6309\u65f6\u5b8c\u6210\u3002<\/li>\n\n\n\n<li>\u7279\u5f81\u63d0\u53d6\u5de5\u5177\uff1a\u4ece\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u4e2d\u63d0\u53d6\u5404\u7c7b\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u6a21\u5f0f\u8bc6\u522b\u5de5\u5177\uff1a\u5bf9\u7279\u5f81\u8fdb\u884c\u5206\u7c7b\uff0c\u5b9e\u73b0\u201c\u6570\u8f6c\u6587\u201d\u7684\u8bed\u4e49\u5316\u4e8b\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u611f\u77e5\u5c42\u6027\u80fd\u4e3b\u8981\u53d7\u5236\u4e8e\u6570\u636e\u5206\u6790\u80fd\u529b\uff0c\u53ef\u4ee5\u901a\u8fc7\u5f15\u5165\u611f\u77e5\u52a0\u901f\u8fdb\u884c\u6c34\u5e73\u6269\u5c55\u3002<\/p>\n\n\n\n<p><strong>3. \u63a8\u7406\u5c42<\/strong><\/p>\n\n\n\n<p>\u63a8\u7406\u5c42\u662f DeepFlow \u667a\u80fd\u4f53\u7684\u5927\u8111\uff0c\u5305\u542b\u4e00\u7cfb\u5217\u89c4\u5212\u548c\u8bb0\u5fc6\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c4\u5212\u6a21\u578b\uff1a\u89e3\u51b3\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u89c4\u5212\u95ee\u9898\uff0c\u6839\u636e\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\uff0c\u751f\u6210\u89e3\u51b3\u95ee\u9898\u7684\u601d\u7ef4\u94fe\uff08Chain of thought\uff09\u3002\u89c4\u5212\u6a21\u578b\u7531\u4e91\u6749\u63d0\u4f9b\uff0c\u53ef\u4f9d\u636e\u5ba2\u6237\u573a\u666f\u91cf\u8eab\u5b9a\u5236\u3002<\/li>\n\n\n\n<li>\u5927\u8bed\u8a00\u6a21\u578b\uff1a\u63d0\u4f9b\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u4efb\u52a1\u6027\u548c\u5e38\u8bc6\u6027\u5e94\u7b54\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7531\u4e91\u6749\u63d0\u4f9b\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4e91\u6749\u8ba4\u8bc1\u7684\u7b2c\u4e09\u65b9\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u957f\u77ed\u671f\u8bb0\u5fc6\uff1a\u4e3a\u5de5\u4f5c\u6d41\u6267\u884c\u8fc7\u7a0b\u7684\u72b6\u6001\u673a\u63d0\u4f9b\u77ed\u671f\u8bb0\u5fc6\uff0c\u4e3a\u5e38\u89c1\u7684\u5b50\u4efb\u52a1\u89c4\u5212\u63d0\u4f9b\u957f\u671f\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u63a8\u7406\u5c42\u6027\u80fd\u4e3b\u8981\u53d7\u5236\u4e8e\u6a21\u578b\u6027\u80fd\uff0cDeepFlow \u667a\u80fd\u4f53\u53ef\u901a\u8fc7\u589e\u52a0AI\u7b97\u529b\u63d0\u4f9b\u63a8\u7406\u5c42\u6027\u80fd\u6269\u5c55\u3002<\/p>\n\n\n\n<p><strong>4. \u6267\u884c\u5c42<\/strong><\/p>\n\n\n\n<p>DeepFlow \u667a\u80fd\u4f53\u901a\u8fc7\u6267\u884c\u5c42\u4e3a\u4e1a\u52a1\u63d0\u4f9b\u6267\u884c\u5efa\u8bae\u6216\u65b9\u6848\u3002\u6267\u884c\u5c42\u82e5\u5bf9\u63a5\u63a7\u5236\u5c42\uff0c\u53ef\u5b9e\u73b0\u4e1a\u52a1\u7a33\u5b9a\u6027\u7684\u5168\u81ea\u52a8\u4fdd\u969c\u3002\u6267\u884c\u5c42\u5305\u542b\u5982\u4e0b\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u8bae\u5de5\u5177\uff1a\u6839\u636e\u4e1a\u52a1\u8bca\u65ad\u7ed3\u679c\uff0c\u63d0\u4f9b\u76f8\u5173\u7684\u8fd0\u7ef4\u5efa\u8bae\u3002<\/li>\n\n\n\n<li>\u4efb\u52a1\u7f16\u6392\uff1a\u4e3a\u590d\u6742\u7684\u8fd0\u7ef4\u5de5\u4f5c\u63d0\u4f9b\u7cfb\u7edf\u6027\u7684\u4efb\u52a1\u7f16\u6392\uff0c\u5e76\u786e\u4fdd\u6bcf\u4e00\u6b65\u4efb\u52a1\u6267\u884c\u6210\u529f\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u5de5\u5177\uff1a\u4e3a\u6bcf\u4e00\u6b65\u4efb\u52a1\u63d0\u4f9b\u5177\u4f53\u7684\u914d\u7f6e\u6307\u4ee4\u3002<\/li>\n\n\n\n<li>\u6821\u9a8c\u5de5\u5177\uff1a\u4e3a\u4efb\u52a1\u9884\u671f\u548c\u914d\u7f6e\u7ed3\u679c\u8fdb\u884c\u6bd4\u5bf9\u6821\u9a8c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728 DeepFlow \u667a\u80fd\u4f53\u90e8\u7f72\u521d\u671f\uff0c\u6267\u884c\u5c42\u4e3b\u8981\u63d0\u4f9b\u6267\u884c\u5efa\u8bae\uff0c\u5177\u4f53\u4efb\u52a1\u7531\u4eba\u5de5\u53c2\u4e0e\u3002\u5f53\u6267\u884c\u4efb\u52a1\u6d41\u7a0b\u3001\u6743\u8d23\u660e\u6670\u540e\uff0c\u53ef\u5f15\u5165\u4efb\u52a1\u7f16\u6392\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u914d\u7f6e\u548c\u6821\u9a8c\uff0c\u5b9e\u73b0\u4efb\u52a1\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u667a\u80fd\u4f53\u9762\u4e34\u7684\u6280\u672f\u6311\u6218\u4e3b\u8981\u5b58\u5728\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1054\" height=\"298\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1890.png\" alt=\"\" class=\"wp-image-42188\"\/><figcaption class=\"wp-element-caption\">\u667a\u80fd\u4f53\u9762\u4e34\u7684\u6280\u672f\u6311\u6218<\/figcaption><\/figure>\n\n\n\n<p><strong>\u53ef\u89c2\u6d4b\u6027\u95ee\u9898<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u667a\u80fd\u4f53\u5728\u5b8c\u5168\u53ef\u89c2\u6d4b\u7684\u73af\u5883\u4e2d\u624d\u80fd\u6709\u6548\u8fd0\u884c\u3002\u53ef\u4ee5\u62ff\u81ea\u52a8\u9a7e\u9a76\u505a\u7c7b\u6bd4\uff0c\u4e00\u8f86\u6c7d\u8f66\u9700\u8981\u901a\u8fc7\u6444\u50cf\u5934\u6216\u6fc0\u5149\u96f7\u8fbe\u5bf9\u5468\u56f4\u73af\u5883\u5b8c\u5168\u53ef\u89c2\u6d4b\u65b9\u53ef\u5b9e\u73b0\u81ea\u52a8\u9a7e\u9a76\u3002\u8981\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u65f6\u65f6\u523b\u523b\u4fdd\u969c\u4e1a\u52a1\u7684\u7a33\u5b9a\u6027\uff0c\u5168\u9762\u7684\u53ef\u89c2\u6d4b\u6027\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n\n\n\n<p><strong>\u5e7b\u89c9\u95ee\u9898<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8eLLM\u4e0d\u80fd\u7406\u89e3\u7269\u7406\u63cf\u8ff0\u7684\u771f\u5b9e\u4e16\u754c\uff0c\u53ea\u662f\u5728\u8bed\u8a00\u63cf\u8ff0\u7684\u6982\u5ff5\u4e16\u754c\u4e2d\u8fd0\u884c\uff0c\u56e0\u6b64\u5929\u7136\u5177\u6709\u5e7b\u89c9\u95ee\u9898\uff0c\u662f\u65e0\u6cd5\u6d88\u9664\u7684\u3002\u8981\u8ba9LLM\u7684\u5e7b\u89c9\u95ee\u9898\u4e0d\u5f71\u54cd\u667a\u80fd\u4f53\u6b63\u786e\u5de5\u4f5c\uff0c\u5fc5\u987b\u63d0\u4f9b\u6e05\u6670\u660e\u786e\u7684\u4efb\u52a1\u89c4\u5212\u80fd\u529b\uff0c\u5e76\u4e14\u80fd\u56f4\u7ed5\u7528\u6237\u573a\u666f\u8fdb\u884c\u201c\u91cf\u8eab\u5b9a\u5236\u201d\u3002<\/p>\n\n\n\n<p><strong>\u6210\u672c\u95ee\u9898<\/strong><\/p>\n\n\n\n<p>\u65e0\u8bba\u5904\u7406\u6d77\u91cf\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u8fd8\u662f\u8fd0\u884c\u201c\u6ee1\u8840\u201d\u7684LLM\uff0c\u90fd\u9700\u8981\u6d88\u8017\u5de8\u5927\u7684\u7b97\u529b\u3002\u884c\u4e1a\u5ba2\u6237\u5e76\u4e0d\u5177\u5907\u8df5\u884c\u201cscaling law\u201d\u6240\u9700\u7684\u6210\u672c\u652f\u51fa\u80fd\u529b\u3002\u65e0\u89c6\u6210\u672c\u95ee\u9898\u7684\u667a\u80fd\u4f53\u9879\u76ee\u6700\u7ec8\u90fd\u5c06\u96be\u4ee5\u5927\u89c4\u6a21\u63a8\u5e7f\u3002<\/p>\n\n\n\n<p><strong>DeepFlow \u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u5982\u4e0b\u539f\u521b\u6280\u672f\u53bb\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff1a<\/strong><\/p>\n\n\n\n<p><strong>1. \u96f6\u4fb5\u6270\u91c7\u96c6\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u878d\u5408cBPF\u3001eBPF\u3001Wasm\u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u5bf9\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u4e1a\u52a1\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u96f6\u4fb5\u6270\u6570\u636e\u91c7\u96c6\uff0c\u89e3\u51b3\u4e86 DeepFlow \u667a\u80fd\u4f53\u53ca\u5176\u8fd0\u884c\u73af\u5883\u7684\u5b8c\u5168\u53ef\u89c2\u6d4b\u6027\u95ee\u9898\u3002\u5176\u539f\u521b\u6280\u672f\u53d1\u8868\u4e8eSIGCOMM\u4f1a\u8bae\u4e2d\u3002<\/p>\n\n\n\n<p><strong>2. \u601d\u7ef4\u94fe\u72b6\u6001\u673a\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u601d\u7ef4\u94fe\uff08Chain of Thought\uff09\u6307\u5f15\uff0c\u53ef\u4ee5\u89e3\u51b3\u7531\u5927\u6a21\u578b\u63a8\u7406\u5e26\u6765\u7684\u5e7b\u89c9\u95ee\u9898\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u548c\u573a\u666f\u7684\u4e0d\u65ad\u53d8\u5316\uff0c\u601d\u7ef4\u94fe\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u901a\u8fc7\u4f7f\u7528\u57fa\u4e8eDFA + NFA\u7684\u6df7\u5408\u72b6\u6001\u673a\u6280\u672f\uff0c\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u601d\u7ef4\u94fe\u590d\u6742\u6027\u5e26\u6765\u7684\u72b6\u6001\u7a7a\u95f4\u81a8\u80c0\u95ee\u9898\u3002\u76f8\u5173\u539f\u521b\u6280\u672f\u53d1\u8868\u5728JNCA\u8bba\u6587\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"924\" height=\"182\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1891.png\" alt=\"\" class=\"wp-image-42189\"\/><\/figure>\n\n\n\n<p><strong>3. \u81ea\u9002\u5e94\u611f\u77e5\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u81ea\u9002\u5e94\u611f\u77e5\u6280\u672f\u5b9e\u73b0\u4e86\u63a8\u7406\u524d\u611f\u77e5\u548c\u63a8\u7406\u4e2d\u611f\u77e5\u7684\u6df7\u5408\u611f\u77e5\u6280\u672f\u3002\u63a8\u7406\u524d\u611f\u77e5\u6280\u672f\u5305\u62ec\u5bf9\u6570\u636e\u7684\u5b9e\u65f6\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\uff0c\u63a8\u7406\u4e2d\u611f\u77e5\u6280\u672f\u5219\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u5bf9\u6570\u636e\u8fdb\u884c\u6309\u9700\u7684\u7279\u5b9a\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\u3002\u81ea\u9002\u5e94\u611f\u77e5\u6280\u672f\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u5728\u6210\u672c\u548c\u6027\u80fd\u4e4b\u95f4\u8fdb\u884c\u4e0d\u65ad\u4f18\u5316\uff0c\u907f\u514d\u4e0d\u53ef\u63a7\u7684\u7b97\u529b\u8d44\u6e90\u6295\u5165\u3002\u76f8\u5173\u539f\u521b\u6280\u672f\u5df2\u7533\u8bf7\u53d1\u660e\u4e13\u5229\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"341\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1892.png\" alt=\"\" class=\"wp-image-42190\"\/><\/figure>\n\n\n\n<p><strong>\u5b9e\u65bd\u6b65\u9aa4<\/strong><\/p>\n\n\n\n<p>DeepFlow \u667a\u80fd\u4f53\u7684\u843d\u5730\u5b9e\u65bd\uff0c\u8981\u4ee5\u6570\u636e\u4e3a\u57fa\u77f3\uff0c\u4ee5\u4e1a\u52a1\u4e3a\u4e2d\u5fc3\uff0c\u4e0d\u65ad\u8fdb\u884c\u573a\u666f\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"318\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1893.png\" alt=\"\" class=\"wp-image-42191\"\/><\/figure>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u6570\u636e\u91c7\u96c6<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u90e8\u7f72 DeepFlow \u91c7\u96c6\u5668<\/li>\n\n\n\n<li>\u83b7\u53d6\u4e1a\u52a1\u7684\u53ef\u89c2\u6d4b\u6027\u5168\u6808\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u4e1a\u52a1\u68b3\u7406<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4e1a\u52a1\u5168\u666f\u56fe<\/li>\n\n\n\n<li>\u83b7\u53d6\u4e1a\u52a1\u7684\u5168\u94fe\u8def\u4f9d\u8d56\u4fe1\u606f<\/li>\n<\/ol>\n\n\n\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u573a\u666f\u4f18\u5316<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u8bbe\u8ba1\u548c\u4f18\u5316\u5404\u7c7b\u573a\u666f\u4e0b\u7684\u5de5\u4f5c\u6d41<\/li>\n\n\n\n<li>\u6839\u636e\u6210\u672c\u548c\u9700\u6c42\u5b9a\u5236\u63a8\u7406\u5c42\u5404\u7c7b\u6a21\u578b<\/li>\n\n\n\n<li>\u6839\u636e\u4f7f\u7528\u91cf\u4e0d\u65ad\u63d0\u5347\u611f\u77e5\u5c42\u548c\u6267\u884c\u5c42\u7684\u6027\u80fd<\/li>\n<\/ol>\n\n\n\n<p>\u4e91\u6749\u53ca\u4e91\u6749\u8ba4\u8bc1\u7684\u6280\u672f\u5408\u4f5c\u4f19\u4f34\uff0c\u63d0\u4f9b DeepFlow \u667a\u80fd\u4f53\u843d\u5730\u5b9e\u65bd\u7684\u76f8\u5173\u6280\u672f\u670d\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"957\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1894.png\" alt=\"\" class=\"wp-image-42192\"\/><figcaption class=\"wp-element-caption\">\u5206\u949f\u7ea7\u6839\u56e0\u5b9a\u4f4d<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"512\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1895.png\" alt=\"\" class=\"wp-image-42193\"\/><figcaption class=\"wp-element-caption\">7&#215;24 \u5065\u5eb7\u5de1\u68c0<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"949\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/09\/WechatIMG1896.png\" alt=\"\" class=\"wp-image-42194\"\/><figcaption class=\"wp-element-caption\">\u4e00\u53e5\u8bdd\u95ee\u6570<\/figcaption><\/figure>\n\n\n\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n\n\n\n<p>DeepFlow 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\u667a\u80fd\u4f53\u5df2\u5c55\u73b0\u51fa\u5353\u8d8a\u4ef7\u503c\u2014\u2014\u4ece\u52a0\u901f\u6838\u5fc3\u7cfb\u7edf\u4e0a\u7ebf\uff0c\u5230\u907f\u514d\u5173\u952e\u4e1a\u52a1\u96ea\u5d29\uff0c\u518d\u5230\u7a81\u53d1\u60c5\u51b5\u5e94\u5bf9\uff0c\u901a\u8fc7\u9884\u9632\u4e3a\u4e3b\u3001\u5feb\u901f\u6b62\u8840\u548c\u53ca\u65f6\u51b3\u7b56\u7684\u5168\u65b9\u4f4d\u4fdd\u969c\u3002<\/p>\n\n\n\n<p>DeepFlow 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Agent\uff09\u4ece\u6982\u5ff5\u8d70\u5411\u5b9e\u9645\u5e94\u7528\u7684\u65f6\u4ee3\u5df2\u7136\u5230\u6765\u3002\u5728\u4f17\u591a\u7684\u667a\u80fd\u4f53\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u53ef\u89c2\u6d4b\u6027\u5929\u7136\u5177\u5907\u667a\u80fd\u4f53\u6210\u529f\u843d\u5730\u7684\u4e09\u5927\u8981\u7d20\uff1a\u9ad8\u8d28\u91cf\u7684\u7ed3\u6784\u5316\u6570\u636e\u3001\u529f\u80fd\u4e30\u5bcc\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u4ee5\u53ca\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u2014\u2014\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002\u901a\u8fc7\u5c06\u5148\u8fdb\u7684 AI \u6280\u672f\u4e0e\u53ef\u89c2\u6d4b\u6027\u573a\u666f\u878d\u5408\uff0cDeepFlow \u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u611f\u77e5\u73af\u5883\u3001\u63a8\u7406\u51b3\u7b56\u5e76\u6267\u884c\u4efb\u52a1\uff0c\u4e3a IT 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\u5de5\u5177\uff0c\u4e3a\u4e1a\u52a1\u8fde\u7eed\u6027\u63d0\u4f9b\u66f4\u575a\u5b9e\u7684\u4fdd\u969c\u3002<\/p>\n","protected":false},"author":1,"featured_media":42195,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12,6,7],"tags":[233,20,69,102,232],"class_list":["post-42180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ys-news","category-news","category-top","tag-ai","tag-deepflow","tag-69","tag-102","tag-232"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/42180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=42180"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/42180\/revisions"}],"predecessor-version":[{"id":42196,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/42180\/revisions\/42196"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/42195"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=42180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=42180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=42180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}