{"id":818542,"date":"2026-07-28T17:58:23","date_gmt":"2026-07-28T09:58:23","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=818542"},"modified":"2026-07-28T17:58:23","modified_gmt":"2026-07-28T09:58:23","slug":"%e8%b1%86%e5%8c%85%e6%90%9c%e7%b4%a2%ef%bc%8c%e8%b5%b0%e5%87%ba%e4%ba%86%e8%b1%86%e5%8c%85","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=818542","title":{"rendered":"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305"},"content":{"rendered":"<p>\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>\u91cf\u5b50\u4f4d | \u516c\u4f17\u53f7 QbitAI<\/p>\n<p><strong>\u8c46\u5305<\/strong>APP\u91cc\u7684<strong>\u641c\u7d22<\/strong>\u80fd\u529b\uff0c\u73b0\u5728\u8981\u8d70\u51fa\u8c46\u5305\u4e86\u2014\u2014<\/p>\n<p>\u4e00\u5934\u624e\u8fdb\u9762\u5411\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u7684Agent\uff0c\u76ee\u6807\u662f\u60f3\u8ba9Agent\u83b7\u53d6\u4fe1\u606f\u7684\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u53d8\u5f97\u66f4\u52a0\u9760\u8c31\u3002<\/p>\n<p>\u6211\u4eec\u5148\u7528\u6700\u8fd1\u5927\u70ed\u7684\u8bdd\u9898<strong>\u83f2\u5c14\u5179\u5956<\/strong>\uff0c\u6765\u770b\u4e0b\u8d70\u51fa\u6765\u7684<strong>\u8c46\u5305\u641c\u7d22<\/strong>\uff0c\u5b9e\u529b\u5230\u5e95\u51e0\u4f55\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/93F8E33E8CA2230908537FDE968A07F9E50C5226_size675_w1080_h1916.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u8fd9\u7c7b\u9898\u76ee\u770b\u4e0a\u53bb\u4e0d\u7b97\u590d\u6742\uff0c\u771f\u8981\u505a\u597d\uff0c\u5374\u5f97\u540c\u65f6\u6ee1\u8db3\u51e0\u4e2a\u6761\u4ef6\u3002<\/p>\n<p>\u4fe1\u606f\u5f97\u8db3\u591f\u65b0\uff0c\u83b7\u5956\u540d\u5355\u548c\u7814\u7a76\u8d21\u732e\u4e0d\u80fd\u51fa\u9519\uff1b\u6765\u6e90\u4e5f\u5f97\u8db3\u591f\u53ef\u9760\uff0c\u5b98\u65b9\u516c\u544a\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>\u62a5\u9053\u548c\u4eba\u7269\u8d44\u6599\u6700\u597d\u80fd\u591f\u76f8\u4e92\u5370\u8bc1\u3002<\/p>\n<p>\u8fd9\u6b21\u7684\u7ed3\u679c\u91cc\uff0c\u6709\u4e00\u4e2a\u5730\u65b9\u9700\u8981\u5148\u8bb2\u6e05\u695a\u3002<\/p>\n<p>\u8fd9\u6b21\u8c46\u5305\u641c\u7d22\u8fd4\u56de\u4e863\u6761\u4e0e\u95ee\u9898\u76f4\u63a5\u76f8\u5173\u7684\u8d44\u6599\uff0c\u5206\u522b\u6765\u81ea\u653f\u5e9c\u5b98\u7f51\u8f6c\u8f7d\u3001\u79d1\u6280\u65e5\u62a5\uff0c\u4ee5\u53ca\u897f\u8499\u65af\u57fa\u91d1\u4f1a\u7684\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u91cd\u70b9\u4e0d\u53ea\u5728\u4e8e\u627e\u5230\u4e86\u54ea\u4e9b\u9875\u9762\u3002\u6bcf\u6761\u7ed3\u679c\u8fd8\u540c\u65f6\u5e26\u56de\u4e86\u4fe1\u6e90\u540d\u79f0\u3001\u6743\u5a01\u5206\u7ea7\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u56f4\u7ed5\u5f53\u524d\u95ee\u9898\u751f\u6210\u7684\u6b63\u6587\u6458\u8981\uff0c\u4ee5\u53ca\u80fd\u591f\u76f4\u63a5\u5f15\u7528\u7684\u539f\u6587Markdown\u8282\u9009\u3002<\/p>\n<p>\u4ece\u7528\u9014\u6765\u770b\uff0c\u7b2c\u4e00\u6761\u8d44\u6599\u9002\u5408\u6838\u5bf9\u83b7\u5956\u540d\u5355\u548c\u5b98\u65b9\u83b7\u5956\u7406\u7531\uff1b\u7b2c\u4e8c\u6761\u8865\u5145\u4e86\u4e24\u4f4d\u4e2d\u56fd\u6570\u5b66\u5bb6\u7684\u7814\u7a76\u65b9\u5411\u4e0e\u6210\u679c\uff1b\u7b2c\u4e09\u6761\u5219\u63d0\u4f9b\u4e86\u56fd\u9645\u7ec4\u7ec7\u548c\u4e13\u4e1a\u673a\u6784\u5bf9\u672c\u5c4a\u83b7\u5956\u8005\u7684\u8bc4\u4ef7\u3002<\/p>\n<p>\u82e5\u7ee7\u7eed\u4ea4\u7ed9Agent\u5904\u7406\uff0c\u5b83\u53ef\u4ee5\u5148\u5229\u7528\u6743\u5a01\u5206\u7ea7\u548c\u53d1\u5e03\u65f6\u95f4\u5224\u65ad\u8d44\u6599\u662f\u5426\u53ef\u9760\u3001\u662f\u5426\u8db3\u591f\u65b0\uff0c\u518d\u76f4\u63a5\u4ece\u6b63\u6587\u6458\u8981\u548c\u539f\u6587\u8282\u9009\u4e2d\u63d0\u53d6\u83b7\u5956\u540d\u5355\u3001\u7814\u7a76\u8d21\u732e\u548c\u5a92\u4f53\u8bc4\u4ef7\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u8c46\u5305\u641c\u7d22\u548c\u53ea\u8fd4\u56de\u7f51\u9875\u5165\u53e3\u7684\u641c\u7d22\u6709\u6240\u4e0d\u540c\u7684\u5730\u65b9\u3002Agent\u62ff\u5230\u7684\u4e0d\u53ea\u662f\u4e00\u4e32\u94fe\u63a5\uff0c\u8fd8\u5305\u62ec\u5224\u65ad\u8d44\u6599\u80fd\u4e0d\u80fd\u7528\u6240\u9700\u7684\u5173\u952e\u5b57\u6bb5\u3002<\/p>\n<p>\u5927\u6a21\u578b\u5f88\u64c5\u957f\u7406\u89e3\u3001\u5f52\u7eb3\u548c\u63a8\u7406\uff0c\u4f46\u5b83\u5929\u7136\u6709\u77e5\u8bc6\u66f4\u65b0\u65f6\u95f4\u7684\u8fb9\u754c\u3002\u53ea\u8981\u95ee\u9898\u78b0\u5230\u65b0\u4e8b\u4ef6\u3001\u65b0\u7248\u672c\u548c\u65b0\u4ef7\u683c\uff0c\u5355\u9760\u6a21\u578b\u8111\u5b50\u91cc\u7684\u201c\u5b58\u91cf\u77e5\u8bc6\u201d\u5c31\u4e0d\u591f\u7528\u4e86\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\uff0c\u5982\u679c\u641c\u7d22\u53ea\u7ed9\u51fa\u7f51\u9875\u5165\u53e3\uff0cAgent\u8fd8\u8981\u7ee7\u7eed\u6253\u5f00\u9875\u9762\u3001\u7406\u89e3\u6b63\u6587\u3001\u62bd\u53d6\u4fe1\u606f\u3002\u8c46\u5305\u641c\u7d22\u60f3\u7701\u4e0b\u7684\uff0c\u6b63\u662f\u4e2d\u95f4\u8fd9\u6bb5\u53cd\u590d\u8bfb\u53d6\u548c\u5904\u7406\u7f51\u9875\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5230\u4e86Agent\u9636\u6bb5\uff0c\u641c\u7d22\u80fd\u529b\u7684\u5173\u952e\u5df2\u7ecf\u4e0d\u53ea\u662f\u80fd\u4e0d\u80fd\u627e\u5230\u7f51\u9875\uff0c\u8fd8\u8981\u770b\u8fd4\u56de\u7684\u4fe1\u606f\u80fd\u5426\u76f4\u63a5\u8fdb\u5165\u4e0b\u4e00\u6b65\u4efb\u52a1\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C630AB0E3E3F706D50AD1785920C06E1FC8448E0_size500_w1080_h463.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u7b80\u5355\u7406\u89e3\uff0c\u706b\u5c71\u5f15\u64ce\u662f\u628a\u8c46\u5305APP\u80cc\u540e\u7684\u641c\u7d22\u80fd\u529b\u5355\u72ec\u62c6\u51fa\u6765\uff0c\u518d\u901a\u8fc7API\u3001MCP\u3001Skill\u7b49\u65b9\u5f0f\uff0c\u63a5\u8fdb\u66f4\u591a\u6a21\u578b\u548cAgent\u91cc\u3002<\/p>\n<p>\u636e\u4e86\u89e3\uff0c\u76ee\u524d\u8c46\u5305\u641c\u7d22\u5df2\u7ecf\u6b63\u5f0f\u9762\u5411\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5f00\u653e\uff0c\u6bcf\u6708\u4f1a<strong>\u8d60\u9001500\u6b21\u514d\u8d39\u641c\u7d22\u989d\u5ea6<\/strong>\uff0c\u540c\u65f6\u652f\u6301\u6309\u91cf\u540e\u4ed8\u8d39\u548c\u8ba2\u9605\u6708\u5361\u3002<\/p>\n<p>\u4e3a\u4e86\u4e86\u89e3\u8c46\u5305\u641c\u7d22\u7684\u66f4\u591a\u80fd\u529b\uff0c\u4e00\u6ce2\u5b9e\u6d4b\uff0c\u8d70\u8d77~<\/p>\n<p>Agent\u90fd\u4f1a\u4e0a\u7f51\uff0c\u5f00\u59cb\u62fc\u201c\u600e\u4e48\u641c\u201d\u548c\u201c\u641c\u4ec0\u4e48\u201d<\/p>\n<p>\u5728\u6b63\u5f0f\u5f00\u59cb\u4e4b\u524d\uff0c\u5148\u7b80\u5355\u4ea4\u4ee3\u4e00\u4e0b\u8fd9\u6b21\u7684\u5b9e\u6d4b\u73af\u5883\u3002<\/p>\n<p>\u6211\u4eec\u5728Mac\u672c\u5730\u642d\u5efa\u4e86OpenClaw\uff0c\u5e76\u63a5\u5165Doubao-Seed-Evolving\u4f5c\u4e3aAgent\u6a21\u578b\u3002\u641c\u7d22\u8fd9\u4e00\u4fa7\uff0c\u5219\u5355\u72ec\u5b89\u88c5\u4e86\u706b\u5c71\u5f15\u64ce\u63d0\u4f9b\u7684byted-web-search Skill\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/61C149A533A9B2A71980EAFC355E45573D41B46C_size102_w1080_h656.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u5b89\u88c5\u53ea\u9700\u8981\u4e00\u6761\u547d\u4ee4\uff1a<\/p>\n<p><code>npx skills add https:\/\/skills.volces.com\/skills\/bytedance\/agentkit-samples -s byted-web-search \u2014agent openclaw<\/code><\/p>\n<p>\u968f\u540e\uff0c\u518d\u5230<strong>\u706b\u5c71\u5f15\u64ce\u8c46\u5305\u641c\u7d22<\/strong>\u7684\u63a7\u5236\u53f0\u521b\u5efaAPI Key\uff0c\u5b8c\u6210\u63a5\u53e3\u914d\u7f6e\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/930A62A219567CD7AA40B661F073976E40858EA0_size88_w1080_h570.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u63a5\u4e0b\u6765\u7684\u4e09\u4e2aCase\u90fd\u5728<strong>OpenClaw Dashboard<\/strong>\u91cc\u5b8c\u6210\u3002\u6211\u4eec\u4f1a\u5728Prompt\u4e2d\u660e\u786e\u6307\u5b9a\u8c03\u7528byted-web-search\uff0c\u5e76\u5728\u622a\u56fe\u4e2d\u540c\u65f6\u4fdd\u7559\u7528\u6237\u8f93\u5165\u548c\u641c\u7d22\u7ed3\u679c\u3002<\/p>\n<p>\u4e3a\u4e86\u65b9\u4fbf\u89c2\u5bdf\uff0c\u8c46\u5305\u641c\u7d22\u6bcf\u6b21\u53ea\u5c55\u793a3\u6761\u4ee3\u8868\u6027\u8d44\u6599\u3002\u9664\u4e86\u6807\u9898\u548c\u6765\u6e90\uff0c\u7ed3\u679c\u91cc\u8fd8\u4f1a\u5e26\u56de\u6743\u5a01\u5206\u7ea7\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u6b63\u6587\u6458\u8981\u548c\u539f\u6587Markdown\u8282\u9009\u3002<\/p>\n<p>\u81f3\u4e8eAgent\u540e\u7eed\u4f1a\u91c7\u7528\u54ea\u4e9b\u8d44\u6599\u3001\u6bcf\u6761\u8d44\u6599\u5206\u522b\u80fd\u652f\u6491\u4ec0\u4e48\u7ed3\u8bba\uff0c\u6211\u4eec\u653e\u5728\u6587\u5b57\u4e2d\u7b80\u8981\u8bf4\u660e\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u4e2aCase<\/strong>\uff0c\u6b63\u597d\u649e\u4e0a\u4e86\u4e00\u6761\u521a\u521a\u53d1\u751f\u7684\u65b0\u6d88\u606f\u3002<\/p>\n<p>\u5c31\u5728\u6628\u5929\u6df1\u591c\uff0cKimi K3\u8fce\u6765\u6b63\u5f0f\u5f00\u6e90\u3002\u65b0\u6d88\u606f\u51fa\u6765\u5f97\u8db3\u591f\u8fd1\uff0c\u4e5f\u5f88\u9002\u5408\u6d4b\u8bd5\u8c46\u5305\u641c\u7d22\u5bf9\u6700\u65b0\u4e8b\u4ef6\u7684\u53cd\u5e94\u901f\u5ea6\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u8fc5\u901f\u5b9a\u4f4d\u5230\u5b98\u65b9\u4fe1\u606f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5E2F78378296E4667D43FDB5C88720635B8E07D2_size545_w1080_h2145.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u4ece\u7ed3\u679c\u6765\u770b\uff0c\u8c46\u5305\u641c\u7d22\u8fd4\u56de\u4e863\u6761\u4e0eKimi K3\u5f00\u653e\u6743\u91cd\u76f4\u63a5\u76f8\u5173\u7684\u8d44\u6599\uff0c\u800c\u4e14\u90fd\u5e26\u6709\u660e\u786e\u7684\u53d1\u5e03\u65f6\u95f4\u3002<\/p>\n<p>\u7b2c\u4e00\u6761\u6765\u81ea\u65b0\u6d6a\u8d22\u7ecf\u65d7\u4e0b\u7684\u56fd\u662f\u76f4\u901a\u8f66\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a7\u670828\u65e510\u65f654\u5206\uff0c\u6458\u8981\u4e2d\u63d0\u53d6\u51fa\u4e86\u6a21\u578b\u6743\u91cd\u3001\u6280\u672f\u62a5\u544a\uff0c\u4ee5\u53caMoonEP\u3001FlashKDA\u3001AgentEnv\u7b49\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u7b2c\u4e8c\u6761\u6765\u81eaIT\u4e4b\u5bb6\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a7\u670827\u65e523\u65f614\u5206\uff0c\u8fdb\u4e00\u6b65\u8865\u5145\u4e86\u6a21\u578b\u53c2\u6570\u3001GitHub\u548cHugging Face\u5165\u53e3\u3001\u90e8\u7f72\u8981\u6c42\u53caAPI\u4ef7\u683c\u3002<\/p>\n<p>\u7b2c\u4e09\u6761\u53d1\u5e03\u4e8e7\u670828\u65e56\u65f632\u5206\uff0c\u91cd\u70b9\u89e3\u91ca\u4e86Kimi K3 License\u53ca\u8fd9\u6b21\u5f00\u653e\u7684\u8fb9\u754c\u2014\u2014\u516c\u5f00\u7684\u91cd\u70b9\u662f\u6a21\u578b\u6743\u91cd\uff0c\u5e76\u4e0d\u7b49\u4e8e\u5b8c\u6574\u8bad\u7ec3\u4ee3\u7801\u540c\u6b65\u5f00\u6e90\u3002<\/p>\n<p>\u82e5\u7ee7\u7eed\u4ea4\u7ed9Agent\u52a0\u5de5\uff0c\u7b2c\u4e00\u6761\u9002\u5408\u786e\u8ba4\u6743\u91cd\u53d1\u5e03\u53ca\u6280\u672f\u4fe1\u606f\uff0c\u7b2c\u4e8c\u6761\u53ef\u4ee5\u8865\u5145\u4ed3\u5e93\u5165\u53e3\u3001\u90e8\u7f72\u548cAPI\uff0c\u7b2c\u4e09\u6761\u5219\u7528\u4e8e\u6821\u51c6\u8bb8\u53ef\u8bc1\u53ca\u5f00\u6e90\u5177\u4f53\u6307\u4ec0\u4e48\u3002<\/p>\n<p>\u8fd9\u8f6e\u6d4b\u8bd5\u8bf4\u660e\uff0c\u9762\u5bf9\u4e00\u6761\u521a\u521a\u53d1\u751f\u7684\u65b0\u6d88\u606f\uff0c\u8c46\u5305\u641c\u7d22\u53ef\u4ee5\u8fc5\u901f\u628a\u6743\u91cd\u3001\u6280\u672f\u62a5\u544a\u3001\u8bb8\u53ef\u8bc1\u3001\u4ed3\u5e93\u5165\u53e3\u548c\u90e8\u7f72\u8981\u6c42\u7b49\u5173\u952e\u4fe1\u606f\u62bd\u53d6\u51fa\u6765\u3002Agent\u4e0d\u5fc5\u91cd\u65b0\u9010\u9875\u9605\u8bfb\u957f\u6587\uff0c\u5c31\u80fd\u76f4\u63a5\u57fa\u4e8e\u8fd9\u4e9b\u5b57\u6bb5\u7ee7\u7eed\u5904\u7406\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u4e2aCase<\/strong>\uff0c\u6211\u4eec\u628a\u95ee\u9898\u62c9\u5230\u4e86\u884c\u4e1a\u7814\u7a76\u3002<\/p>\n<p><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%96%b0%e8%83%bd%e6%ba%90%e6%b1%bd%e8%bd%a6\" title=\"View all posts in \u65b0\u80fd\u6e90\u6c7d\u8f66\" target=\"_blank\" class=\"tag_link\">\u65b0\u80fd\u6e90\u6c7d\u8f66<\/a>\u7684\u4fe1\u606f\u5206\u5e03\u5f88\u6563\u3002\u653f\u7b56\u53ef\u80fd\u6765\u81ea\u76d1\u7ba1\u673a\u6784\uff0c\u4f01\u4e1a\u52a8\u4f5c\u6563\u843d\u5728\u516c\u53f8\u65b0\u95fb\u548c\u5a92\u4f53\u62a5\u9053\u91cc\uff0c\u9500\u91cf\u6570\u636e\u3001\u673a\u6784\u9884\u6d4b\u53c8\u6765\u81ea\u53e6\u4e00\u6279\u884c\u4e1a\u4fe1\u6e90\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8fd9\u4e00\u8f6e\u4e3b\u8981\u770b\u7684\uff0c\u662f\u8c46\u5305\u641c\u7d22\u80fd\u4e0d\u80fd\u628a\u884c\u4e1a\u548c\u4f01\u4e1a\u4fe1\u606f\u627e\u56de\u6765\uff0c\u540c\u65f6\u8ba9Agent\u77e5\u9053\u8fd9\u4e9b\u5185\u5bb9\u5206\u522b\u6765\u81ea\u54ea\u91cc\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/4E65799679CC10EBCF5553E3D9901D47094F161D_size927_w1080_h2822.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u8fd9\u6b21\u8c46\u5305\u641c\u7d22\u8fd4\u56de\u4e863\u6761\u6765\u6e90\u7c7b\u578b\u4e0d\u540c\u7684\u8d44\u6599\uff0c\u800c\u4e14\u90fd\u5e26\u6709\u6743\u5a01\u5206\u7ea7\u548c\u53d1\u5e03\u65f6\u95f4\u3002<\/p>\n<p>\u7b2c\u4e00\u6761\u6765\u81ea\u65b0\u534e\u7f51\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a6\u670811\u65e5\uff0c\u4e3b\u8981\u6d89\u53ca<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%96%b0%e8%83%bd%e6%ba%90\" title=\"View all posts in \u65b0\u80fd\u6e90\" target=\"_blank\" class=\"tag_link\">\u65b0\u80fd\u6e90<\/a><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b1%bd%e8%bd%a6\" title=\"View all posts in \u6c7d\u8f66\" target=\"_blank\" class=\"tag_link\">\u6c7d\u8f66<\/a>\u5b89\u5168\u76d1\u7ba1\u548c\u76f8\u5173\u56fd\u5bb6\u6807\u51c6\uff0c\u9002\u5408\u7528\u4e8e\u89c2\u5bdf\u653f\u7b56\u4e0e\u76d1\u7ba1\u52a8\u5411\u3002<\/p>\n<p>\u7b2c\u4e8c\u6761\u6765\u81ea\u51e4\u51f0\u7f51\u6c7d\u8f66\u8f6c\u8f7d\u7684\u884c\u4e1a\u62a5\u9053\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a5\u670820\u65e5\uff0c\u91cd\u70b9\u68b3\u7406\u4e86\u5168\u7403\u8f66\u4f01\u7ade\u4e89\u52a0\u5267\uff0c\u4ee5\u53ca\u4e0d\u540c\u4f01\u4e1a\u5728\u65b0<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%83%bd%e6%ba%90\" title=\"View all posts in \u80fd\u6e90\" target=\"_blank\" class=\"tag_link\">\u80fd\u6e90<\/a>\u8f6c\u578b\u4e2d\u7684\u6218\u7565\u5206\u5316\u3002<\/p>\n<p>\u7b2c\u4e09\u6761\u6765\u81ea\u4e2d\u56fd\u9a7b\u5308\u7259\u5229\u5927\u4f7f\u9986\u7ecf\u6d4e\u5546\u52a1\u5904\u8f6c\u8f7d\u7684\u56fd\u9645\u80fd\u6e90\u7f72\u62a5\u544a\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a6\u670821\u65e5\uff0c\u5176\u4e2d\u7ed9\u51fa\u4e862026\u5e74\u5168\u7403\u7535\u52a8\u6c7d\u8f66\u9500\u91cf\u9884\u6d4b\u548c\u533a\u57df\u5e02\u573a\u8d8b\u52bf\u3002<\/p>\n<p>\u82e5\u4ea4\u7ed9Agent\u7ee7\u7eed\u5904\u7406\uff0c\u7b2c\u4e00\u6761\u53ef\u4ee5\u652f\u6491\u653f\u7b56\u76d1\u7ba1\uff0c\u7b2c\u4e8c\u6761\u9002\u5408\u8865\u5145\u8f66\u4f01\u7ade\u4e89\u683c\u5c40\uff0c\u7b2c\u4e09\u6761\u5219\u7528\u4e8e\u5224\u65ad\u5168\u7403\u5e02\u573a\u8d8b\u52bf\u3002<\/p>\n<p>\u4e09\u6761\u7ed3\u679c\u5206\u522b\u6765\u81ea\u653f\u5e9c\u7f51\u7ad9\u3001\u884c\u4e1a\u5a92\u4f53\u548c\u56fd\u9645\u673a\u6784\u62a5\u544a\u3002\u8c46\u5305\u641c\u7d22\u63d0\u524d\u8fd4\u56de\u4fe1\u6e90\u7c7b\u578b\u3001\u6743\u5a01\u5206\u7ea7\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u6458\u8981\u548c\u539f\u6587\u8282\u9009\uff0cAgent\u53ef\u4ee5\u76f4\u63a5\u5224\u65ad\u6bcf\u6761\u8d44\u6599\u9002\u5408\u627f\u62c5\u4ec0\u4e48\u89d2\u8272\uff0c\u800c\u4e0d\u5fc5\u91cd\u65b0\u6253\u5f00\u9875\u9762\u9010\u4e00\u7406\u89e3\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u4e2aCase<\/strong>\uff0c\u6211\u4eec\u7ee7\u7eed\u8ffd\u4e00\u4e2a\u53d8\u5316\u66f4\u5feb\u7684\u9886\u57df\u2014\u2014<strong>AI Coding<\/strong>\u3002<\/p>\n<p>\u8fd9\u7c7b\u4fe1\u606f\u6700\u9ebb\u70e6\u7684\u5730\u65b9\uff0c\u5f80\u5f80\u4e0d\u662f\u641c\u4e0d\u5230\uff0c\u800c\u662f\u65b0\u65e7\u6d88\u606f\u6df7\u5728\u4e00\u8d77\u3002\u4ea7\u54c1\u529f\u80fd\u3001\u5957\u9910\u4ef7\u683c\u548c\u4f7f\u7528\u89c4\u5219\u90fd\u53ef\u80fd\u9891\u7e41\u8c03\u6574\uff0c\u51e0\u4e2a\u6708\u524d\u7684\u5185\u5bb9\u653e\u5230\u4eca\u5929\uff0c\u7ed3\u8bba\u5c31\u53ef\u80fd\u5df2\u7ecf\u53d8\u4e86\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/7A80CD091E16FD581A13D9FF59E257CF0790B783_size888_w1080_h2616.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u5728AI Coding\u6848\u4f8b\u4e2d\uff0c\u8c46\u5305\u641c\u7d22\u540c\u6837\u8fd4\u56de\u4e863\u6761\u8d44\u6599\uff0c\u6bcf\u6761\u90fd\u5e26\u6709\u660e\u786e\u7684\u53d1\u5e03\u65f6\u95f4\u3002<\/p>\n<p>\u4e09\u6761\u5185\u5bb9\u5206\u522b\u53d1\u5e03\u4e8e6\u670825\u65e5\u30016\u67083\u65e5\u548c7\u670811\u65e5\uff0c\u5747\u5904\u4e8ePrompt\u8bbe\u5b9a\u7684\u8fd1\u4e09\u4e2a\u6708\u8303\u56f4\u5185\u3002<\/p>\n<p>\u7b2c\u4e00\u6761\u6765\u81ea<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%85%be%e8%ae%af\" title=\"View all posts in \u817e\u8baf\" target=\"_blank\" class=\"tag_link\">\u817e\u8baf<\/a>\u4e91\u5f00\u53d1\u8005\u793e\u533a\uff0c\u805a\u7126AI\u7f16\u7a0b\u4ea7\u54c1\u8ba2\u9605<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u7684\u53d8\u5316\u3002\u6458\u8981\u4e2d\u63d0\u5230\uff0cClaude Code\u3001GitHub Copilot\u3001Cursor\u3001Windsurf\u7b49\u4e3b\u6d41\u5de5\u5177\u5728\u4eca\u5e743\u20146\u6708\u95f4\u9646\u7eed\u6536\u7d27\u201c\u65e0\u9650\u4f7f\u7528\u201d\uff0c\u8ba1\u8d39\u65b9\u5f0f\u66f4\u591a\u8f6c\u5411\u65f6\u957f\u3001Token\u6216\u70b9\u6570\u3002<\/p>\n<p>\u7b2c\u4e8c\u6761\u6765\u81ea\u79d1\u6280\u5a92\u4f53\u5bf9Codex\u66f4\u65b0\u7684\u62a5\u9053\uff0c\u91cd\u70b9\u6d89\u53caAgent Plugins\u3001Skills\u7b49\u65b0\u80fd\u529b\uff0c\u4ee5\u53caCodex\u5728\u4f01\u4e1a\u5185\u90e8\u7684\u4f7f\u7528\u60c5\u51b5\u3002\u5b83\u66f4\u9002\u5408\u7528\u6765\u89c2\u5bdfAI Coding\u5982\u4f55\u4ece\u4e2a\u4eba\u7f16\u7a0b\u5de5\u5177\uff0c\u8fdb\u4e00\u6b65\u8d70\u5411\u4f01\u4e1a\u7ea7Agent\u5e73\u53f0\u3002<\/p>\n<p>\u7b2c\u4e09\u6761\u540c\u6837\u6765\u81ea\u817e\u8baf\u4e91\u5f00\u53d1\u8005\u793e\u533a\uff0c\u68b3\u7406\u4e86\u8fd1\u671f\u4e00\u6279\u5f00\u6e90AI\u7f16\u7a0b\u5de5\u5177\u7684\u6f14\u8fdb\u3002OpenSquilla\u7b49\u9879\u76ee\u5f00\u59cb\u5f3a\u8c03\u81ea\u6211\u9a8c\u8bc1\uff0c\u591aAgent\u534f\u4f5c\u548c\u7f51\u7edc\u4f9d\u8d56\u4e5f\u66f4\u9891\u7e41\u5730\u51fa\u73b0\u5728\u5de5\u5177\u94fe\u4e2d\uff0c\u8bf4\u660eAI Coding\u6b63\u5728\u4ece\u5355\u70b9\u4ee3\u7801\u751f\u6210\u7ee7\u7eed\u5411\u5b8c\u6574Agent\u5de5\u4f5c\u6d41\u5ef6\u4f38\u3002<\/p>\n<p>\u82e5\u4ea4\u7ed9Agent\u7ee7\u7eed\u52a0\u5de5\uff0c\u8fd9\u4e09\u6761\u8d44\u6599\u53ef\u4ee5\u5206\u522b\u5bf9\u5e94\u4ef7\u683c\u53d8\u5316\u3001\u4f01\u4e1a\u5e94\u7528\u548c\u884c\u4e1a\u8d8b\u52bf\u3002\u53d1\u5e03\u65f6\u95f4\u5e2e\u52a9\u5b83\u5148\u786e\u8ba4\u8d44\u6599\u662f\u5426\u7b26\u5408\u8303\u56f4\uff0c\u6743\u5a01\u5206\u7ea7\u7528\u6765\u5224\u65ad\u6765\u6e90\uff0c\u6b63\u6587\u6458\u8981\u548c\u539f\u6587Markdown\u5219\u8ba9\u5b83\u5feb\u901f\u63d0\u53d6\u6bcf\u6761\u4fe1\u606f\u771f\u6b63\u80fd\u591f\u652f\u6491\u7684\u7ed3\u8bba\u3002<\/p>\n<p>\u628a\u8fd9\u4e9bCase\u8fde\u8d77\u6765\u770b\uff0c\u641c\u7d22\u548cAgent\u4e4b\u95f4\u7684\u5173\u7cfb\u5df2\u7ecf\u6bd4\u8f83\u6e05\u695a\u4e86\u3002<\/p>\n<p>\u8c46\u5305\u641c\u7d22\u5148\u56f4\u7ed5\u7528\u6237\u8f93\u5165\u8fd4\u56de\u76f8\u5173\u8d44\u6599\u3002\u9664\u4e86\u6807\u9898\u548c\u4fe1\u6e90\uff0c\u7ed3\u679c\u4e2d\u8fd8\u63d0\u4f9b\u6743\u5a01\u5206\u7ea7\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u6b63\u6587\u6458\u8981\u548c\u539f\u6587Markdown\u8282\u9009\u3002<\/p>\n<p>Agent\u62ff\u5230\u8fd9\u4e9b\u5b57\u6bb5\u540e\uff0c\u53ef\u4ee5\u5148\u5224\u65ad\u4fe1\u606f\u662f\u5426\u8db3\u591f\u65b0\u3001\u6765\u6e90\u662f\u5426\u53ef\u9760\uff0c\u518d\u51b3\u5b9a\u6bcf\u6761\u8d44\u6599\u9002\u5408\u652f\u6491\u4ec0\u4e48\u7ed3\u8bba\u3002<\/p>\n<p>\u83f2\u5c14\u5179\u5956\u6848\u4f8b\u4e2d\uff0c\u4e0d\u540c\u8d44\u6599\u5206\u522b\u7528\u4e8e\u6838\u5bf9\u83b7\u5956\u540d\u5355\u3001\u7814\u7a76\u8d21\u732e\u548c\u673a\u6784\u8bc4\u4ef7\uff1bKimi K3\u6848\u4f8b\u4e2d\uff0cAgent\u53ef\u4ee5\u4ece\u6458\u8981\u548c\u539f\u6587\u4e2d\u63d0\u53d6\u6743\u91cd\u3001\u8bb8\u53ef\u8bc1\u3001\u4ed3\u5e93\u5165\u53e3\u548c\u90e8\u7f72\u4fe1\u606f\uff1b\u65b0\u80fd\u6e90\u6c7d\u8f66\u6848\u4f8b\u4e2d\uff0c\u4e09\u79cd\u4fe1\u6e90\u5206\u522b\u5bf9\u5e94\u653f\u7b56\u3001\u5e02\u573a\u548c\u673a\u6784\u5224\u65ad\uff1bAI Coding\u6848\u4f8b\u5219\u8fdb\u4e00\u6b65\u4f53\u73b0\u4e86\u65f6\u95f4\u8303\u56f4\u7b5b\u9009\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8bc4\u4ef7Agent\u641c\u7d22\u4e0d\u80fd\u53ea\u770b\u6700\u540e\u7684\u7b54\u6848\u5199\u5f97\u662f\u5426\u5b8c\u6574\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u641c\u7d22\u8fd4\u56de\u7684\u4fe1\u606f\u662f\u5426\u76f8\u5173\uff0c\u5b57\u6bb5\u662f\u5426\u8db3\u591f\u4e30\u5bcc\uff0c\u4ee5\u53caAgent\u80fd\u4e0d\u80fd\u76f4\u63a5\u5229\u7528\u8fd9\u4e9b\u5b57\u6bb5\u7ee7\u7eed\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u96be\u70b9\u85cf\u5728\u201c\u641c\u4ec0\u4e48\u201d\u548c\u201c\u4fe1\u8c01\u201d<\/p>\n<p>\u524d\u9762\u7684Case\u5c55\u793a\u7684\u662f\u6700\u540e\u6548\u679c\u3002\u771f\u6b63\u51b3\u5b9a\u8fd9\u4e9b\u7ed3\u679c\u80fd\u4e0d\u80fd\u76f4\u63a5\u4ea4\u7ed9Agent\u7684\uff0c\u8fd8\u662f\u641c\u7d22\u4e4b\u524d\u7684\u6570\u636e\u52a0\u5de5\u3002<\/p>\n<p>\u4e92\u8054\u7f51\u91cc\u7684\u4fe1\u606f\u5e76\u4e0d\u6574\u9f50\u3002\u7f51\u9875\u3001PDF\u3001\u56fe\u7247\u3001\u56fe\u8868\u548c\u8868\u683c\u6df7\u5728\u4e00\u8d77\uff0c\u540c\u4e00\u6761\u6d88\u606f\u8fd8\u53ef\u80fd\u88ab\u53cd\u590d\u8f6c\u8f7d\u3002\u8c46\u5305\u641c\u7d22\u9700\u8981\u63d0\u524d\u5b8c\u6210\u5185\u5bb9\u89e3\u6790\u3001\u53bb\u91cd\u3001\u65f6\u95f4\u5224\u65ad\u548c\u7ed3\u6784\u5316\u5904\u7406\uff0c\u518d\u4ece\u4e2d\u627e\u5230\u4e0e\u5f53\u524dQuery\u771f\u6b63\u76f8\u5173\u7684\u90e8\u5206\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u4f1a\u76f4\u63a5\u5f71\u54cdAgent\u62ff\u5230\u4ec0\u4e48\u3002<\/p>\n<p>\u8c46\u5305\u641c\u7d22\u9664\u4e86\u8fd4\u56de\u7f51\u9875\u5165\u53e3\uff0c\u8fd8\u4f1a\u7ed3\u5408\u7528\u6237\u5f53\u524d\u7684\u95ee\u9898\u751f\u6210\u6b63\u6587\u6458\u8981\uff0c\u5e76\u63d0\u4f9b\u6743\u5a01\u5206\u7ea7\u3001\u53d1\u5e03\u65f6\u95f4\u548c\u539f\u6587Markdown\u7b49\u5b57\u6bb5\u3002\u50cf\u524d\u9762\u7684K3\u6848\u4f8b\uff0cAgent\u8981\u627e\u7684\u662f\u5f00\u6e90\u8fdb\u5c55\uff0c\u6458\u8981\u4f1a\u4f18\u5148\u63d0\u53d6\u6743\u91cd\u3001\u8bb8\u53ef\u8bc1\u3001\u4ed3\u5e93\u5165\u53e3\u3001\u90e8\u7f72\u548cAPI\u7b49\u4e0e\u5f53\u524d\u95ee\u9898\u76f4\u63a5\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u800c\u4e0d\u4f1a\u628a\u6574\u7bc7\u7f51\u9875\u539f\u5c01\u4e0d\u52a8\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u5bf9Agent\u6765\u8bf4\uff0c\u8fd9\u7c7b\u7ed3\u679c\u79bb\u76f4\u63a5\u53ef\u7528\u66f4\u8fd1\u3002\u5b83\u5c11\u4e86\u4e00\u8f6e\u6253\u5f00\u7f51\u9875\u3001\u7406\u89e3\u9875\u9762\u548c\u91cd\u65b0\u62bd\u53d6\u4fe1\u606f\u7684\u8fc7\u7a0b\uff0c\u4e5f\u80fd\u51cf\u5c11\u65e0\u5173\u5185\u5bb9\u5e26\u6765\u7684Token\u6d88\u8017\u3002<\/p>\n<p>\u9664\u4e86\u7f51\u9875\u6458\u8981\uff0c\u8c46\u5305\u641c\u7d22\u8fd8\u63d0\u4f9b\u5982\u610f\u5361\u7247\u7b49\u7ed3\u6784\u5316\u6570\u636e\u3002\u80a1\u7968\u3001\u91d1\u4ef7\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b1%87%e7%8e%87\" title=\"View all posts in \u6c47\u7387\" target=\"_blank\" class=\"tag_link\">\u6c47\u7387<\/a>\u3001\u822a\u73ed\u3001\u706b\u8f66\u548c\u6f14\u51fa\u4fe1\u606f\uff0c\u53ef\u4ee5\u76f4\u63a5\u4ee5\u4ef7\u683c\u3001\u65f6\u95f4\u3001\u72b6\u6001\u7b49\u5b57\u6bb5\u8fd4\u56de\u3002Agent\u4e0d\u9700\u8981\u518d\u4ece\u4e00\u5927\u6bb5\u81ea\u7136\u8bed\u8a00\u4e2d\u5bfb\u627e\u6570\u5b57\u3002<\/p>\n<p>\u201c\u641c\u4ec0\u4e48\u201d\u5904\u7406\u5b8c\u4e4b\u540e\uff0c\u8fd8\u5f97\u89e3\u51b3<strong>\u201c\u4fe1\u8c01\u201d<\/strong>\u3002<\/p>\n<p>\u8c46\u5305\u641c\u7d22\u4f1a\u968f\u7ed3\u679c\u8fd4\u56de\u6743\u5a01\u5ea6\u63cf\u8ff0\uff0c\u5e76\u652f\u6301\u6309\u7167\u884c\u4e1a\u3001\u65f6\u95f4\u8303\u56f4\u3001\u7ad9\u70b9\u548c\u6743\u5a01\u7b49\u7ea7\u8fdb\u884c\u68c0\u7d22\u3002\u5230\u4e86AIGC\u5185\u5bb9\u8d8a\u6765\u8d8a\u591a\u7684\u4eca\u5929\uff0c\u5b98\u65b9\u516c\u544a\u3001\u6743\u5a01\u5a92\u4f53\u3001\u884c\u4e1a\u62a5\u9053\u548c\u666e\u901a\u8f6c\u8f7d\u6df7\u5728\u4e00\u8d77\uff0c\u8fd9\u4e9b\u6807\u7b7e\u81f3\u5c11\u80fd\u5e2e\u52a9Agent\u5148\u5b8c\u6210\u4e00\u8f6e\u6765\u6e90\u5224\u65ad\u3002<\/p>\n<p>\u6743\u5a01\u5ea6\u5f53\u7136\u4e0d\u662f\u552f\u4e00\u6807\u51c6\u3002\u6700\u7ec8\u662f\u5426\u91c7\u7528\u4e00\u6761\u7ed3\u679c\uff0c\u8fd8\u9700\u8981\u7ed3\u5408\u76f8\u5173\u6027\u3001\u65f6\u6548\u6027\u548c\u5185\u5bb9\u672c\u8eab\u6765\u5224\u65ad\u3002\u56e0\u6b64\u662f\u5426\u80fd\u591f\u8fd4\u56de\u66f4\u5168\u9762\u7684\u4fe1\u606f\u7ef4\u5ea6\u5bf9agent\u7684\u52a0\u5de5\u5904\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u901a\u7528\u4fe1\u606f\u52a0\u5de5\u89e3\u51b3\u7684\u662f\u641c\u7d22\u7ed3\u679c\u80fd\u4e0d\u80fd\u7528\uff0c\u5782\u7c7b\u5efa\u8bbe\u5219\u51b3\u5b9a\u80fd\u591f\u628a\u4efb\u52a1\u505a\u591a\u6df1\u3002<\/p>\n<p>\u91d1\u878d\u6295\u7814\u66f4\u9700\u8981\u4f01\u4e1a\u6570\u636e\u548c\u5b98\u65b9\u4fe1\u606f\uff0c\u5546\u54c1\u6d1e\u5bdf\u4f1a\u5173\u6ce8\u7528\u6237\u8ba8\u8bba\u548c\u5e73\u53f0\u8d8b\u52bf\uff0c\u51fa\u884c\u3001\u5a31\u4e50\u7b49\u573a\u666f\u5219\u66f4\u9002\u5408\u76f4\u63a5\u8fd4\u56de\u7ed3\u6784\u5316\u5361\u7247\u3002\u76ee\u524d\u8c46\u5305\u641c\u7d22\u8986\u76d6\u91d1\u878d\u6295\u7814\u3001\u5546\u4e1a\u60c5\u62a5\u3001\u5546\u54c1\u6d1e\u5bdf\u3001\u521b\u4f5c\u8425\u9500\u548c\u529e\u516c\u81ea\u52a8\u5316\u7b49\u65b9\u5411\u3002<\/p>\n<p>\u6700\u540e\uff0c\u8fd9\u4e9b\u80fd\u529b\u8fd8\u9700\u8981\u4ee5Agent\u53cb\u597d\u7684\u65b9\u5f0f\u5f00\u653e\u51fa\u6765\u3002<\/p>\n<p>\u65f6\u95f4\u8303\u56f4\u3001\u6307\u5b9a\u7ad9\u70b9\u3001\u5c4f\u853d\u7ad9\u70b9\u3001\u884c\u4e1a\u5206\u7c7b\u3001\u6743\u5a01\u7b49\u7ea7\u548cQuery\u6539\u5199\uff0c\u90fd\u53ef\u4ee5\u7531\u4e0a\u5c42Agent\u6839\u636e\u4efb\u52a1\u7075\u6d3b\u8c03\u7528\u3002\u641c\u7d22\u8d1f\u8d23\u628a\u5de5\u5177\u51c6\u5907\u597d\uff0cAgent\u51b3\u5b9a\u8fd9\u6b21\u8be5\u641c\u591a\u65b0\u3001\u641c\u591a\u5e7f\uff0c\u4ee5\u53ca\u4f18\u5148\u76f8\u4fe1\u54ea\u4e9b\u6765\u6e90\u3002<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u6700\u7ec8\u6709\u6ca1\u6709\u6548\u679c\uff0c\u8fd8\u5f97\u653e\u5230\u4e0d\u540c\u7c7b\u578b\u7684\u8bc4\u6d4b\u4e2d\u68c0\u9a8c\u3002<\/p>\n<p>\u9664\u4e86\u524d\u9762\u7684\u4e09\u4e2aCase\uff0c\u8c46\u5305\u641c\u7d22\u8fd8\u88ab\u653e\u8fdb\u4e86<strong>\u56db\u7ec4\u4e0d\u540c\u7c7b\u578b\u7684\u641c\u7d22\u8bc4\u6d4b<\/strong>\u4e2d\u3002<\/p>\n<p>\u4e3a\u4e86\u5c3d\u91cf\u6392\u9664\u6a21\u578b\u80fd\u529b\u5e26\u6765\u7684\u5e72\u6270\uff0c\u8fd9\u7ec4\u6d4b\u8bd5\u7edf\u4e00\u4f7f\u7528Seed\u4f5c\u4e3a\u6a21\u578b\u5e95\u5ea7\uff0c\u5e76\u91c7\u7528\u5404\u8bc4\u6d4b\u96c6\u7684\u5b98\u65b9\u6253\u5206\u5668\u3002\u7a7a\u767d\u5bf9\u7167\u6307\u7684\u662f\u4e0d\u63a5\u5165\u641c\u7d22\u5de5\u5177\u65f6\u7684\u8868\u73b0\uff0c\u56fe\u4e2d\u7684\u767e\u5206\u6bd4\uff0c\u5219\u4ee3\u8868\u4e0d\u540c\u641c\u7d22\u4ea7\u54c1\u63a5\u5165\u540e\uff0c\u76f8\u5bf9\u7a7a\u767d\u5bf9\u7167\u5e26\u6765\u7684\u589e\u5e45\u3002<\/p>\n<p>\u5148\u770b\u4e3b\u8981\u8003\u5bdf<strong>\u4e8b\u5b9e\u51c6\u786e\u6027<\/strong>\u7684<strong>SimpleQA<\/strong>\uff0c\u8c46\u5305\u641c\u7d22\u63a5\u5165\u540e\uff0c\u76f8\u6bd4\u65e0\u641c\u7d22\u80fd\u529b\u63a5\u5165\u7684\u57fa\u7840\u6a21\u578b\u63d0\u5347\u4e8670%\uff1a<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/C6D08B5285C95542D7E29B69B2757BA6B242926F_size62_w1080_h357.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u4e8b\u5b9e\u95ee\u7b54\u770b\u4f3c\u7b80\u5355\uff0c\u771f\u6b63\u8003\u9a8c\u7684\u662f\u641c\u7d22\u80fd\u5426\u627e\u5230\u4e0e\u95ee\u9898\u76f4\u63a5\u76f8\u5173\u7684\u8d44\u6599\uff0c\u540c\u65f6\u907f\u5f00\u9519\u8bef\u3001\u8fc7\u671f\u6216\u76f8\u4e92\u77db\u76fe\u7684\u4fe1\u606f\u3002\u641c\u7d22\u7ed3\u679c\u4e00\u65e6\u504f\u79bb\uff0c\u63a5\u5165\u641c\u7d22\u53cd\u800c\u53ef\u80fd\u7ed9\u6a21\u578b\u5e26\u6765\u66f4\u591a\u5e72\u6270\u3002<\/p>\n<p>\u66f4\u5f3a\u8c03<strong>\u6700\u65b0\u4fe1\u606f<\/strong>\u7684<strong>FreshQA<\/strong>\u7684\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/6C45FE19E9EB3A1DD1A9046731FB2677BAD856F8_size23_w1080_h340.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u8fd9\u4e5f\u5bf9\u5e94\u4e86\u524d\u9762\u51e0\u4e2a\u5b9e\u6d4b\u4e2d\u4f53\u73b0\u51fa\u7684\u6548\u679c\u3002\u9762\u5bf9\u521a\u521a\u53d1\u751f\u7684\u4ea7\u54c1\u5f00\u6e90\u3001\u8fd1\u671f\u4ef7\u683c\u53d8\u5316\u548c\u884c\u4e1a\u52a8\u6001\uff0c\u6a21\u578b\u5185\u90e8\u77e5\u8bc6\u5f88\u96be\u59cb\u7ec8\u4fdd\u6301\u540c\u6b65\uff0c\u641c\u7d22\u7684\u4fe1\u606f\u66f4\u65b0\u901f\u5ea6\u548c\u65f6\u95f4\u5224\u65ad\u80fd\u529b\u4f1a\u76f4\u63a5\u5f71\u54cd\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p>\u518d\u5f80\u4e0b\uff0c\u662f\u66f4\u590d\u6742\u7684<strong>\u4e2d\u6587\u6d4f\u89c8\u548c\u6df1\u5ea6\u68c0\u7d22\u4efb\u52a1<\/strong>\u7684<strong>BrowseComp-ZH<\/strong>\uff1a<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/17B9E6794D7063DE01CE2D95DCB8892500A9109D_size74_w1080_h378.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u8c46\u5305\u641c\u7d22\uff0c\u8d70\u51fa\u4e86\u8c46\u5305\"  \/><\/p>\n<p>\u76f8\u6bd4\u53ea\u9700\u5b9a\u4f4d\u5355\u4e00\u4e8b\u5b9e\u7684\u95ee\u9898\uff0c\u8fd9\u7c7b\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u8fde\u7eed\u68c0\u7d22\u591a\u4e2a\u9875\u9762\uff0c\u518d\u628a\u5206\u6563\u7684\u4fe1\u606f\u62fc\u63a5\u8d77\u6765\u3002\u51e0\u6b3e\u641c\u7d22\u4ea7\u54c1\u90fd\u5e26\u6765\u4e86\u660e\u663e\u6539\u5584\uff0c\u8c46\u5305\u641c\u7d22\u7684\u589e\u5e45\u4ecd\u7136\u6392\u5728\u6700\u524d\u9762\u3002<\/p>\n<p>\u6700\u540e\u662f\u9762\u5411<strong>\u4e2d\u6587\u6df1\u5ea6\u641c\u7d22\u548c\u804c\u4e1a\u573a\u666f<\/strong>\u7684<strong>Xbench-2505<\/strong>\uff1a<\/p>\n<\/p>\n<p>\u8fd9\u7c7b\u4efb\u52a1\u901a\u5e38\u5e26\u6709\u66f4\u590d\u6742\u7684\u884c\u4e1a\u8bed\u5883\uff0c\u9700\u8981\u641c\u7d22\u7406\u89e3\u7528\u6237\u7a76\u7adf\u60f3\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u518d\u53bb\u5bfb\u627e\u5bf9\u5e94\u7684\u653f\u7b56\u3001\u4f01\u4e1a\u3001\u5e02\u573a\u6216\u4e13\u4e1a\u8d44\u6599\u3002\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u3001\u4fe1\u6e90\u8986\u76d6\u548cQuery\u7406\u89e3\u80fd\u529b\uff0c\u90fd\u4f1a\u5f71\u54cd\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p>\u56db\u7ec4\u7ed3\u679c\u653e\u5728\u4e00\u8d77\u770b\uff0c\u8c46\u5305\u641c\u7d22\u7684\u63d0\u5347\u8986\u76d6\u4e86\u4e8b\u5b9e\u95ee\u7b54\u3001\u6700\u65b0\u4fe1\u606f\u3001\u590d\u6742\u6d4f\u89c8\u548c\u6df1\u5ea6\u641c\u7d22\u573a\u666f\u3002<\/p>\n<p>Agent\u65f6\u4ee3\uff0c\u641c\u7d22\u5f00\u59cb\u6210\u4e3a\u57fa\u7840\u5de5\u5177\u5c42<\/p>\n<p>Agent\u80fd\u505a\u7684\u4e8b\u60c5\u8d8a\u591a\uff0c\u5bf9\u5916\u90e8\u4fe1\u606f\u7684\u4f9d\u8d56\u4e5f\u4f1a\u8d8a\u5f3a\u3002<\/p>\n<p>\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u9700\u6c42\u3001\u62c6\u89e3\u4efb\u52a1\u3001\u89c4\u5212\u6b65\u9aa4\uff0c\u4e5f\u80fd\u628a\u641c\u56de\u6765\u7684\u5185\u5bb9\u91cd\u65b0\u6574\u7406\u6210\u4e00\u4efd\u62a5\u544a\u3002\u4f46\u73b0\u5b9e\u4e16\u754c\u4e00\u76f4\u5728\u53d8\u5316\uff0c\u4ea7\u54c1\u4f1a\u66f4\u65b0\u3001\u4ef7\u683c\u4f1a\u8c03\u6574\u3001\u653f\u7b56\u4f1a\u53d1\u5e03\uff0c\u4f01\u4e1a\u548c\u5e02\u573a\u6bcf\u5929\u90fd\u6709\u65b0\u52a8\u5411\u3002\u53ea\u9760\u6a21\u578b\u5185\u90e8\u5df2\u6709\u7684\u77e5\u8bc6\uff0c\u5f88\u96be\u957f\u671f\u8ddf\u4e0a\u8fd9\u4e9b\u53d8\u5316\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\uff0c\u641c\u7d22\u5c31\u6210\u4e86Agent\u8fde\u63a5\u5916\u90e8\u4e16\u754c\u7684\u5165\u53e3\u3002<\/p>\n<p>\u524d\u9762\u7684\u51e0\u4e2aCase\u5df2\u7ecf\u80fd\u8bf4\u660e\u8fd9\u4e00\u70b9\u3002\u8ffdKimi 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