{"id":14396,"date":"2026-01-29T22:21:39","date_gmt":"2026-01-29T14:21:39","guid":{"rendered":"https:\/\/blog.konata.vip\/?p=14396"},"modified":"2026-01-29T23:27:07","modified_gmt":"2026-01-29T15:27:07","slug":"clawdbot%e9%97%a8%e6%a7%9b%e5%a4%aa%e9%ab%98%ef%bc%9f%e5%88%abfomo%e4%ba%86%ef%bc%81%e6%9d%a5%e8%af%95%e8%af%95%e6%9b%b4%e6%98%93%e7%94%a8%e7%9a%84%e9%a1%b6%e7%ba%a7agent%ef%bc%9a-kimi-k2-5","status":"publish","type":"post","link":"https:\/\/blog.konata.vip\/?p=14396","title":{"rendered":"Clawdbot\u95e8\u69db\u592a\u9ad8\uff1f\u522bFOMO\u4e86\uff01\u6765\u8bd5\u8bd5\u66f4\u6613\u7528\u7684\u9876\u7ea7Agent\uff1a Kimi K2.5"},"content":{"rendered":"\n<p>\u6700\u8fd1\u7684KM\u7b80\u76f4\u88abClawdbot\u9738\u699c\u4e86\uff0c\u4f46\u662f\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u4e4b\u5916\u7684\u4eba\u800c\u8a00\uff0c\u8fd9\u4e2a\u4e1c\u897f\u867d\u7136\u5f88\u6709\u8da3\uff0c\u4f46\u5b9e\u5728\u662f\u5165\u95e8\u95e8\u69db\u592a\u9ad8\u4e86\u3002\u53cd\u800c\u662f\u6700\u8fd1\u9738\u699c\u63a8\u7279\u7684Kimi K2.5\u5927\u6a21\u578b\u5f00\u6e90\u7684\u6d88\u606f\u5728\u56fd\u5185\u6ca1\u4ec0\u4e48\u6c34\u82b1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"834\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/065e2eb27b80f02220339b1dbec483ff-1024x834.jpg\" alt=\"\" class=\"wp-image-14397\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/065e2eb27b80f02220339b1dbec483ff-1024x834.jpg 1024w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/065e2eb27b80f02220339b1dbec483ff-300x244.jpg 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/065e2eb27b80f02220339b1dbec483ff-768x626.jpg 768w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/065e2eb27b80f02220339b1dbec483ff.jpg 1042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u770b\u4e86\u4e00\u4e0b\u5b83\u4eec\u7684<a href=\"https:\/\/www.kimi.com\/blog\/kimi-k2-5.html\">\u6280\u672f\u535a\u5ba2<\/a>\uff0c\u8bd5\u7528\u4e86\u4e00\u5929\uff0c\u6211\u611f\u89c9\u8fd9\u4e2a\u5927\u6a21\u578b\u5f00\u6e90\u7684\u610f\u4e49\u4e0d\u4e9a\u4e8e\u53bb\u5e74\u7684deepseek R1\u3002\u5b83\u8ba9\u5f88\u591aAI \u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4f8b\u5982\u524d\u7aef\u751f\u6210\u3001PPT\u5236\u4f5c\u4ece\u52c9\u5f3a\u80fd\u7528\u53d8\u6210\u80fd\u7528\uff0c\u4f7f\u7528\u95e8\u69db\u5927\u5927\u4e0b\u964d\u3002\u6700\u5173\u952e\u7684\u662f\u8fd9\u4e48\u597d\u7528\u7684\u6a21\u578b\u8fd8\u662f\u5f00\u6e90\u7684\uff01\u8fd9\u5c31\u610f\u5473\u7740\u817e\u8baf\u4f1a\u90e8\u7f72\u4e86\u7ed9\u6211\u4eec\u767d\u5ad6\uff08\u5c31\u76f8\u5f53\u4e8e\u7528\u817e\u8baf\u5143\u5b9d\u91cc\u7684deepseek\uff09\uff0c\u662f\u7684\uff0ccodebuddy\u5df2\u7ecf\u90e8\u7f72\u4e86KIMI K2.5\uff01\u975e\u5e38\u8fc5\u901f\uff08codebuddy\u4e5f\u8d85\u7ea7\u597d\u7528\u6211\u9022\u4eba\u5c31\u63a8\u8350\uff01\u4e0a\u624b\u7279\u522b\u5feb\uff0c\u7ed9\u6ca1\u4ec0\u4e48\u7f16\u7a0b\u7ecf\u9a8c\u7684\u670b\u53cb\u5b89\u5229\u4e86codebuddy+kimi k2.5\u7ec4\u5408\u4ee5\u540e\u5979\u76f4\u63a5\u6c89\u8ff7\u5230\u7528\u5149\u9650\u989d\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"408\" height=\"710\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/af57004c1dc64fbe66a86ad4e83587df.png\" alt=\"\" class=\"wp-image-14398\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/af57004c1dc64fbe66a86ad4e83587df.png 408w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/af57004c1dc64fbe66a86ad4e83587df-172x300.png 172w\" sizes=\"auto, (max-width: 408px) 100vw, 408px\" \/><\/figure>\n\n\n\n<p><br> \u4e0d\u8fc7\u6211\u4eb2\u6d4b\u5bf9\u4e8eoffice\u76f8\u5173\u7684\u64cd\u4f5c\u4f8b\u5982\u751f\u6210PPT\u7b49\uff0c\u8fd8\u662fKimi\u5b98\u7f51\u7684\u652f\u6301\u6700\u4e1d\u6ed1\uff0c\u5c31\u662f\u65f6\u4e0d\u65f6\u63d0\u793a\u670d\u52a1\u5668\u592a\u5fd9\u4e86\u4e0d\u7ed9\u6211\u751f\u6210\u3002\u6240\u4ee5\u6211\u8fd8\u662f\u63a8\u8350\u5927\u90e8\u5206\u4efb\u52a1\u7528codebuddy\u91cc\u7684Kimi K2.5\uff0c\u6216\u8005\u7b49Kimi\u7684\u5c0f\u571f\u8c46\u670d\u52a1\u5668\u6269\u5bb9\uff01<\/p>\n\n\n\n<p>\u7ed9\u4f60\u4eec\u770b\u6211\u4e00\u53e5\u8bdd\u8ba9Kimi\u751f\u6210\u7684ppt\uff0c\u8f93\u5165prompt\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6700\u6d45\u663e\u6613\u61c2\u7684\u65b9\u5f0f\u7ed9\u6211\u89e3\u91ca\u4e00\u4e0b\uff0c\u5927\u6a21\u578b\u662f\u5982\u4f55\u7406\u89e3\u56fe\u7247\u7684\uff1f&nbsp;\u5728\u56fe\u50cf\u7406\u89e3\u4efb\u52a1\u4e0a\uff0c\u53c8\u662f\u5982\u4f55\u8bad\u7ec3\u7684\uff1f<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"365\" height=\"1024\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/Pasted-image-20260129213014-365x1024.png\" alt=\"\" class=\"wp-image-14399\" style=\"width:313px;height:auto\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/Pasted-image-20260129213014-365x1024.png 365w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/Pasted-image-20260129213014-107x300.png 107w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/Pasted-image-20260129213014.png 546w\" sizes=\"auto, (max-width: 365px) 100vw, 365px\" \/><\/figure>\n\n\n\n<p>\uff08\u8282\u9009\uff09<\/p>\n\n\n\n<p>\u751f\u6210\u7684\u521d\u7248\u5c31\u76f4\u63a5\u53ef\u7528\uff0c\u6709\u903b\u8f91\uff0c\u6240\u6709\u5143\u7d20\u53ef\u7f16\u8f91\uff01\u548c\u4e4b\u524d\u7684\u76f8\u6bd4\u771f\u7684\u597d\u7528\u592a\u591a\u4e86\uff01<\/p>\n\n\n\n<p>\u7136\u540e\u662f\u4e00\u53e5\u8bdd\u5e2e\u6211\u751f\u6210\u7684\u524d\u7aef\u7f51\u9875\uff08\u4f7f\u7528codebuddy+Kimi K2.5\uff09\uff0c\u8f93\u5165prompt\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u751f\u6210\u4e00\u4e2a\u524d\u7aef\u7f51\u9875html\uff0c\u5c55\u793aKimi k2.5\u7684\u6280\u672f\u66f4\u65b0\uff0c\u5185\u5bb9\u6765\u6e90\u53c2\u8003\u8fd9\u4e2a\u535a\u5ba2\uff1ahttps:\/\/www.kimi.com\/blog\/kimi-k2-5.html<\/code><\/pre>\n\n\n\n<p>\u5b83\u7ed9\u6211\u751f\u6210\u4e86\u4e00\u4e2a\u5f88\u5b8c\u6574\u7684\u7f51\u9875\uff0c\u6709\u6e32\u67d3\u52a8\u753b\uff0c\u6700\u540e\u8fd8\u53ef\u4ee5\u8df3\u8f6cKimi\u4e3b\u9875\uff0c\u4f46\u6211\u4e0d\u4f1a\u8d34\u89c6\u9891\uff0c\u56de\u5934\u653e\u7f51\u9875\u4e0a\u7ed9\u4f60\u4eec\u770b\u4e0b\u5982\u679c\u6211\u8fd8\u8bb0\u5f97\u8fd9\u4ef6\u4e8b\u3002<\/p>\n\n\n\n<p>\u4e4b\u524d\u6709\u5c1d\u8bd5\u8fc7\u7c7b\u4f3cmanus\u7684\u4ea7\u54c1\u505a\u7f51\u9875\uff08sorry\u7528\u4e0d\u4e0a\u6b63\u7248manus\uff09\uff0c\u751f\u6210\u7684\u6548\u679c\u53ea\u80fd\u8bf4\u662f\u73a9\u5177\u7ea7\u522b\uff0c\u73b0\u5728\u5c31\u611f\u89c9\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u80fd\u7528\u4e86\uff0c\u800c\u4e14\u4e0d\u9700\u8981\u4efb\u4f55\u524d\u7aef\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u5176\u5b9e\u524d\u7aef\u662f\u8bbe\u8ba1\u4ea4\u4e92+coding\u7684\u4e24\u4e2a\u5143\u7d20\u53e0\u52a0\uff0c\u662f\u5f88\u9002\u5408\u7684\u5e94\u7528AI\u7684\u4e00\u4e2a\u573a\u666f\uff0cKimi k2.5\u5728\u8fd9\u4e2a\u65b9\u9762\u8fbe\u5230\u4e86\u76ee\u524d\u5f00\u6e90\u4e2d\u7684\u6700\u4f73\u3002\u5728\u5b83\u4eec\u7684\u6280\u672f\u535a\u5ba2\u91cc\u5c55\u793a\u4e86\u66f4\u591a\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/statics.moonshot.cn\/blogs\/k2-5\/Sota2_compressed.mp4\"><\/video><\/figure>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\u8fd8\u652f\u6301\u89c6\u9891\u751f\u6210\u7f51\u9875\uff08\u590d\u5236\u4e00\u4e2a\u7f51\u7ad9\u7684\u95e8\u69db\u6781\u5927\u964d\u4f4e\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/statics.moonshot.cn\/blogs\/k2-5\/20260125-173909_2_compressed.mp4\"><\/video><\/figure>\n\n\n\n<p>\u8fd9\u4e2avideo2code\u7684\u80fd\u529b\u771f\u7684\u975e\u5e38\u60ca\u8273\uff01\u4ee5\u540e\u8981\u590d\u523b\u4e00\u4e2a\u7f51\u7ad9\u53ea\u9700\u8981\u5f55\u5c4f\u5c31\u884c\u4e86\uff0c\u4e0d\u9700\u8981\u518d\u622a\u56fe\uff0c\u8bed\u8a00\u63cf\u8ff0\u60f3\u8981\u7684\u52a8\u6001\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6fc0\u52a8\u4eba\u5fc3\u7684\u66f4\u65b0\uff0c\u628a\u597d\u591aAI\u529f\u80fd\u7684\u4f7f\u7528\u95e8\u69db\u964d\u4f4e\u4e86\u4e0d\u5c11\uff0c\u7ed9\u5468\u56f4\u7684\u670b\u53cb\u63a8\u8350\u540e\u8bd5\u8fc7\u7684\u57fa\u672c\u4e0a\u90fd\u89c9\u5f97\u4e0a\u624b\u5f88\u5bb9\u6613\uff0c\u6548\u679c\u4e5f\u5f88\u60ca\u8273\uff01Kimi\u662f\u771f\u7684\u4e0d\u4f1a\u5ba3\u4f20\uff0c\u53bb\u5e74\u7684\u53d1\u8868\u5c31\u88abDeepseek\u76d6\u4e86\u4e00\u5934\uff0c\u4eca\u5e74\u600e\u4e48\u8fd8\u8981\u6211\u6765\u5f53\u81ea\u6765\u6c34\u5199\u6c34\u519b\u6587\u554a\uff01\uff08\u5feb\u70b9\u7ed9\u6211\u6253\u94b1\uff01\uff09<\/p>\n\n\n\n<p>\u8bf4\u5b8c\u4e86\u6fc0\u52a8\u4eba\u5fc3\u7684\u6548\u679c\u66f4\u65b0\uff0c\u518d\u63d0\u63d0\u6280\u672f\u62a5\u544a\u91cc\u63d0\u5230\u7684\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u4e14\u91cd\u8981\u7684\u6982\u5ff5\u2014\u2014Agent Swarm\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u667a\u80fd\u4f53\u8702\u7fa4\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684Agent\u662f\u4e32\u884c\u6267\u884c\u547d\u4ee4\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4e3b Agent\uff08LLM\uff09\n\u2193\n\u751f\u6210 Plan\n\u2193\nStep 1 \u2192 Tool Call\n\u2193\nStep 2 \u2192 Tool Call\n\u2193\nStep 3 \u2192 Tool Call<\/code><\/pre>\n\n\n\n<p>K2.5 \u63d0\u51fa\u4e86\u4e00\u4e2aAgent Swarm\u7684\u6982\u5ff5\u548cPARL\uff08Parallel-Agent Reinforcement Learning\uff09 \u8bad\u7ec3\u6846\u67b6\uff0c\u628a\u8c03\u7528\u5de5\u5177\u53d8\u6210\u5e76\u884c\u7684\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>      \u3010\u7528\u6237\u6307\u4ee4\uff1a\u5f00\u53d1\u6df1\u6d77\u751f\u7269\u8bed\u8a00\u3011\n                   |\n        &#91; K2.5 \u4e3b\u534f\u8c03\u4ee3\u7406 (Manager) ]\n        \uff08\u5229\u7528 PARL \u6280\u672f\u8fdb\u884c\u4efb\u52a1\u62c6\u89e3)\n                   |\n    +----------+----------+---------+\n    |          |          |         |\n&#91;\u5b50\u4ee3\u7406 A]   &#91;\u5b50\u4ee3\u7406 B]  &#91;\u5b50\u4ee3\u7406 C]  &#91;\u5b50\u4ee3\u7406 D]\n(\u8bed\u97f3\u8bbe\u8ba1\u5e08) (\u8bed\u6cd5\u7ed3\u6784\u5e08) (\u8bcd\u6c47\u8bbe\u8ba1\u5e08) (\u795e\u8bdd\u521b\u4f5c\u8005)\n    |          |          |         |\n    +----------+----------+---------+\n                   |\n        (\u5e76\u884c\u6267\u884c\uff1a38 \u5206\u949f\u5185\u5b8c\u6210) \n                   |\n        &#91; \u4e3b\u4ee3\u7406\u6c47\u603b\u4e0e\u9a8c\u6536 ] \n                   |\n       \u3010\u8f93\u51fa\uff1a\u5b8c\u6574\u7684\u8bed\u8a00\u7cfb\u7edf PDF\u3011<\/code><\/pre>\n\n\n\n<p>\u6846\u67b6\u4e3b\u8981\u542b\u6709\u4e24\u4e2a\u89d2\u8272\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u89d2\u8272<\/th><th>\u7279\u70b9<\/th><\/tr><\/thead><tbody><tr><td>Orchestrator\uff08\u534f\u8c03\u5668\uff09<\/td><td>\u53ef\u8bad\u7ec3\u7684\"\u6307\u6325\u5b98\"<\/td><td>\u52a8\u6001\u5206\u89e3\u4efb\u52a1\u4e3a\u53ef\u5e76\u884c\u5316\u7684\u5b50\u4efb\u52a1<\/td><\/tr><tr><td>Subagents\uff08\u5b50\u667a\u80fd\u4f53\uff09<\/td><td>\u51bb\u7ed3\u7684\u6267\u884c\u5355\u5143<\/td><td>\u88ab\u52a8\u6001\u5b9e\u4f8b\u5316\uff0c\u5e76\u884c\u6267\u884c\u5177\u4f53\u4efb\u52a1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u534f\u8c03\u5668\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u5e76\u884c\u5316\u7684\u5b50\u4efb\u52a1,\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7531\u52a8\u6001\u5b9e\u4f8b\u5316\u7684\u5b50\u667a\u80fd\u4f53\u6267\u884c\u3002\u4e0d\u9700\u8981\u4eba\u5de5\u7f16\u5199\u5b50\u667a\u80fd\u4f53\uff08\u5982\"\u4f60\u662f\u7a0b\u5e8f\u5458\"\u3001\"\u4f60\u662f\u6d4b\u8bd5\u5458\"\uff09\u6216\u9884\u8bbe\u5de5\u4f5c\u6d41\uff0cK2.5 \u53ef\u4ee5\u81ea\u52a8\u521b\u5efa\u5e76\u534f\u8c03\u6700\u591a 100 \u4e2a\u5b50\u667a\u80fd\u4f53\uff0c\u6267\u884c 1,500 \u4e2a\u5e76\u884c\u5de5\u5177\u8c03\u7528\u3002<\/p>\n\n\n\n<p>Agent Swarm \u6709\u70b9\u50cfDocker Swarm\u7684\u6982\u5ff5\uff0c\u6709\u4e00\u4e2aOrchestrator Agent\u4f5c\u4e3a\u4efb\u52a1\u5206\u53d1\u7684\u7ba1\u7406\u8005\u53bb\u505a\u4efb\u52a1\u5206\u53d1<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"680\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-1024x680.png\" alt=\"\" class=\"wp-image-14400\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-1024x680.png 1024w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-300x199.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-768x510.png 768w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-1536x1020.png 1536w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_233279_Rn0nxvXSX8eSya9X_1769618106-2048x1361.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>claude\u7ed9\u6211\u753b\u7684\u56fe\uff0c\u753b\u9519\u4e86\u6253\u5b83<\/p>\n\n\n\n<p>\u5173\u4e8e\u8fd9\u6837\u590d\u6742\u7684\u4e00\u4e2a\u7ed3\u6784\u662f\u5426\u4f1a\u5f71\u54cd\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0cKimi\u7684\u4eba\u5982\u6b64\u56de\u7b54\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5434\u80b2\u6615\uff1a\u201c\u667a\u80fd\u4f53\u8702\u7fa4\u201d\u7684\u4e00\u4e2a\u5f88\u9177\u7684\u70b9\u5728\u4e8e\uff0c\u5404\u4e2a\u5b50\u667a\u56ca\u56e2\u53ef\u4ee5\u5728\u4e0d\u201c\u8150\u8680\u201d\u6216\u6c61\u67d3\u4e3b\u8c03\u5ea6\u5668\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u4e0b\u72ec\u7acb\u6267\u884c\u5b50\u4efb\u52a1\u3002\u5b83\u4eec\u672c\u8d28\u4e0a\u62e5\u6709\u5404\u81ea\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u53ea\u5728\u5fc5\u8981\u65f6\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u8c03\u5ea6\u5668\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u5728\u4e00\u4e2a\u5168\u65b0\u7684\u7ef4\u5ea6\u4e0a\u6269\u5c55\u6574\u4f53\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\uff08\u51fa\u5904\u662f\u300a\u6708\u4e4b\u6697\u9762\u4e09\u4f4d\u8054\u521b\u6df1\u591c\u56de\u5e94\u4e00\u5207\u300b\u7b2c14\u95ee\uff09<\/p>\n\n\n\n<p>\u53bb\u5e74\u5e74\u5e95\u7684DeepSeek R1\u901a\u8fc7\u601d\u7ef4\u94fe\u5ef6\u957f\u4e86LLM\u7684\u6df1\u5ea6\uff0c\u901a\u8fc7\u589e\u52a0inference\u8017\u65f6\u5de7\u5999\u5316\u89e3\u4e86\u5806\u780c\u5927\u6a21\u578b\u53c2\u6570\u91cf\u7684\u505a\u6cd5\uff0c\u800cKimi K2.5\u7684Agent Swarm\u5219\u53c8\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86LLM\u7684\u6df1\u5ea6\uff0c\u66f4\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86LLM\u7684\u80fd\u529b\u8303\u56f4\u3002\u8fd9\u4e5f\u662f\u6211\u8ba4\u4e3a\u672c\u6b21\u7684\u6280\u672f\u66f4\u65b0\u4e0d\u4e9a\u4e8e\u53bb\u5e74Deepseek\u7684\u539f\u56e0\u4e4b\u4e00\u3002\u8fd9\u4e2a\u6a21\u5f0f\u7ed9\u63a5\u4e0b\u6765\u4e00\u5e74\u7684\u6280\u672f\u53d1\u5c55\u6307\u660e\u4e86\u4e00\u4e2a\u5f88\u68d2\u7684\u65b9\u5411\uff0c2026\u5e94\u8be5\u4f1a\u662f\u4e00\u4e2aAI Agent\u5927\u7206\u53d1\u7684\u5e74\u4efd\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5728\u8bad\u7ec3\u8fd9\u4e2a\u6a21\u5f0f\u7684\u65f6\u5019\u53ef\u80fd\u4f1a\u9047\u5230\"\u4e32\u884c\u5d29\u6e83\"\u7684\u95ee\u9898\u2014\u2014\u534f\u8c03\u5668\u867d\u7136\u6709\u5e76\u884c\u80fd\u529b,\u5374\u9000\u5316\u4e3a\u5355\u667a\u80fd\u4f53\u6267\u884c\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0cPARL \u91c7\u7528\u4e86\u5206\u9636\u6bb5\u7684\u5956\u52b1\u5851\u5f62\uff08staged reward shaping\uff09\uff1a\u5728\u8bad\u7ec3\u65e9\u671f\u9f13\u52b1\u5e76\u884c\u884c\u4e3a\uff0c\u968f\u540e\u9010\u6b65\u5c06\u4f18\u5316\u91cd\u70b9\u8f6c\u5411\u4efb\u52a1\u6210\u529f\u672c\u8eab\u3002<\/p>\n\n\n\n<p>\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"987\" height=\"143\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_352936_wpLg9W5KKi28mhj__1769621028.png\" alt=\"\" class=\"wp-image-14401\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_352936_wpLg9W5KKi28mhj__1769621028.png 987w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_352936_wpLg9W5KKi28mhj__1769621028-300x43.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_352936_wpLg9W5KKi28mhj__1769621028-768x111.png 768w\" sizes=\"auto, (max-width: 987px) 100vw, 987px\" \/><\/figure>\n\n\n\n<p>\u03bbaux(e)\u4ece0.1\u21920.0\u9010\u6e10\u9000\u706b\uff0c\u610f\u5473\u7740\u65e9\u671f\u91cd\u89c6\u5e76\u884c\u884c\u4e3a\uff0c\u800c\u540e\u671f\u66f4\u91cd\u89c6\u4efb\u52a1\u662f\u5426\u6210\u529f\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8861\u91cf\u6a21\u578b\u7684\u5206\u5de5\u89c4\u5212\u80fd\u529b\uff0c\u76f8\u6bd4\u4e8e\u76f4\u63a5\u7edf\u8ba1\u603b\u6b65\u6570\uff0cKimi\u63d0\u51fa\u4e86\u4e00\u4e2a\u4ee5\u65f6\u5ef6\u4e3a\u5bfc\u5411\u7684\u8bc4\u4f30\u6307\u6807\uff1a\u5173\u952e\u6b65\u9aa4\uff08Critical Steps\uff09\uff0c\u5176\u7075\u611f\u6765\u6e90\u4e8e\u5e76\u884c\u8ba1\u7b97\u4e2d\u7684\u5173\u952e\u8def\u5f84\u6982\u5ff5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"680\" height=\"149\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_668047_xI_M1Iou8yUr7Vqv_1769621044.png\" alt=\"\" class=\"wp-image-14402\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_668047_xI_M1Iou8yUr7Vqv_1769621044.png 680w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2026\/01\/MTY4ODg1MDUyNDEwOTk3NQ_668047_xI_M1Iou8yUr7Vqv_1769621044-300x66.png 300w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/figure>\n\n\n\n<p>\u8bf4\u767d\u8bdd\u5c31\u662f\u5e76\u884c\u65f6\u6309\u7167\u8017\u65f6\u6700\u957f\u7684\u90a3\u4e2a\u4efb\u52a1\u8ba1\u7b97\u6b65\u6570\u3002&nbsp;<\/p>\n\n\n\n<p>Critical Steps \u5728\u8fd9\u91cc\u5c31\u8d77\u5230\u4e86\u4e00\u4e2a\u9690\u5f0f\u7684\u60e9\u7f5a\u4f5c\u7528\uff1a<\/p>\n\n\n\n<p>\u25cf&nbsp;\u5982\u679c\u4f60\u7b80\u5355\u5730\u589e\u52a0\u5b50\u667a\u80fd\u4f53\u6570\u91cf\uff0c\u4f46\u4e0d\u6539\u5584\u6700\u6162\u7684\u90a3\u4e2a\u7684\u8017\u65f6\uff0c\u6307\u6807\u4e0d\u4f1a\u6539\u5584<\/p>\n\n\n\n<p>\u25cf&nbsp;\u53ea\u6709\u7f29\u77ed\u5173\u952e\u8def\u5f84\u65f6,\u751f\u6210\u66f4\u591a\u5b50\u4efb\u52a1\u624d\u6709\u610f\u4e49<\/p>\n\n\n\n<p>\u25cf&nbsp;\u5f3a\u8feb\u6a21\u578b\u5b66\u4e60\u6709\u6548\u7684\u4efb\u52a1\u5206\u89e3\uff1a\u5b50\u4efb\u52a1\u7c92\u5ea6\u8981\u5747\u5300\uff0c\u4f9d\u8d56\u5173\u7cfb\u8981\u6700\u5c0f\u5316\uff0c\u786e\u4fdd\u6240\u6709\u5b50\u667a\u80fd\u4f53\u51e0\u4e4e\u540c\u65f6\u5b8c\u6210\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u6280\u672f\u5c31\u50cf\u4e00\u4e2a\u5927\u8111\u6307\u6325n\u4e2a\u4eba\u540c\u65f6\u7ed9\u4f60\u5e72\u6d3b\uff0c\u4e00\u8d77\u5b8c\u6210\u4efb\u52a1\u3002\u6bd4\u5982\u8ba9\u5b83\u770b100\u672c\u4e66\uff0c\u53ef\u4ee5\u5206\u914d100\u4e2aagent\u5404\u770b\u4e00\u672c\uff0c\u539f\u672c\u9700\u8981100\u5c0f\u65f6\u7684\u5de5\u4f5c1\u5c0f\u65f6\u5c31\u80fd\u5b8c\u6210\u2014\u2014\u8fd9\u53ea\u662f\u6700\u7b80\u5355\u7684\u4f8b\u5b50\u3002\u66f4\u590d\u6742\u7684\u4efb\u52a1\u4e5f\u80fd\u88ab\u6a21\u578b\u81ea\u52a8\u5206\u89e3\u5904\u7406\u3002\u4f46\u56e0\u4e3a\u8fd9\u4e2a\u529f\u80fd\u8981\u82b1\u94b1\uff0c\u6211\u4e5f\u662f\u542c\u522b\u4eba\u804a\u7684\u8bf4\u5f88\u597d\u7528\uff0c\u5b9e\u9645\u6548\u679c\u5982\u4f55\u5f85\u8003\u5bdf\uff0cKimi v\u621150\u770b\u770b\u5b9e\u529b\uff1f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u7684KM\u7b80\u76f4\u88abClawdbot\u9738\u699c\u4e86\uff0c\u4f46\u662f\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u4e4b\u5916\u7684\u4eba\u800c\u8a00\uff0c\u8fd9\u4e2a\u4e1c\u897f\u867d\u7136\u5f88\u6709\u8da3\uff0c\u4f46\u5b9e\u5728\u662f\u5165\u95e8\u95e8\u69db\u592a\u9ad8\u4e86 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-14396","post","type-post","status-publish","format-standard","hentry","category-research"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/posts\/14396","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14396"}],"version-history":[{"count":4,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/posts\/14396\/revisions"}],"predecessor-version":[{"id":14408,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=\/wp\/v2\/posts\/14396\/revisions\/14408"}],"wp:attachment":[{"href":"https:\/\/blog.konata.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14396"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14396"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.konata.vip\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14396"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}