{"id":12798,"date":"2025-06-20T21:23:12","date_gmt":"2025-06-20T13:23:12","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12798"},"modified":"2025-07-06T01:02:50","modified_gmt":"2025-07-05T17:02:50","slug":"aie-cluade-code","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12798-aie-cluade-code","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u9802\u7d1a AI \u516c\u53f8\u7684 Prompting \u79d8\u8a23\u548c Claude Code \u6b63\u592f #28"},"content":{"rendered":"\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/listmonk.aihao.tw\/uploads\/508668740_10162512302073971_5044648372367643320_n_wJBS41.jpg\" alt=\"\" style=\"width:701px;height:auto\"\/><\/figure>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>\u6211\u662f ihower\uff0c\u9019\u4e00\u671f\u96fb\u5b50\u5831\u7684\u5167\u5bb9\u975e\u5e38\u591a\u5143\u8c50\u5bcc\uff0c\u5e0c\u671b\u5927\u5bb6\u6703\u559c\u6b61\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddd9\u200d\u2642\ufe0f <a href=\"https:\/\/www.youtube.com\/watch?v=DL82mGde6wo\">YC \u7684 State-Of-The-Art Prompting For AI Agents<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86 Y Combinator \u6709\u5834 Podcast \u8b1b\u4e86\u9802\u7d1a AI \u516c\u53f8 Prompting \u7684\u6838\u5fc3\u7b56\u7565\uff0c\u4ee5\u4e0b\u662f\u91cd\u9ede\u6574\u7406:<\/p>\n\n\n\n<!--more-->\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a1\u7528\u300c\u7d93\u7406\u5f0f\u300d\u8d85\u8a73\u7d30\u63d0\u793a\u8a5e\u67b6\u69cb\uff0c\u9802\u7d1a AI \u516c\u53f8\u5df2\u7d93\u544a\u5225\u4e86\u7c21\u77ed\u6307\u4ee4\u7684\u6642\u4ee3\uff0c\u8f49\u800c\u63a1\u7528\u9577\u9054 6 \u9801\u4ee5\u4e0a\u7684\u8a73\u76e1\u63d0\u793a\u8a5e\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u7cbe\u6e96\u89d2\u8272\u5b9a\u4f4d: \u660e\u78ba\u544a\u8a34 LLM \u5b83\u7684\u8eab\u4efd\u548c\u5c08\u696d\u9818\u57df\uff0c\u9328\u5b9a LLM \u8a9e\u6c23\u98a8\u683c\u3001\u5c08\u696d\u6c34\u6e96\u3001\u601d\u7dad\u6a21\u5f0f<\/li>\n\n\n\n<li>\u4efb\u52d9\u5206\u89e3\uff0c\u5c07\u8907\u96dc\u4efb\u52d9\u62c6\u89e3\u70ba\u53ef\u7ba1\u7406\u7684\u5c0f\u6b65\u9a5f\u3002\u9762\u5c0d\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b\uff0c\u9810\u5148\u5b9a\u7fa9\u597d\u4efb\u52d9\u4e26\u898f\u5283\u57f7\u884c\u8def\u5f91\u81f3\u95dc\u91cd\u8981\u3002ParaHelp \u6709\u7d66\u500b prompt \u7bc4\u4f8b\uff0c\u901a\u904e\u5f15\u5c0e LLM \u9010\u6b65\u5b8c\u6210\u6bcf\u500b\u5b50\u4efb\u52d9\uff0c\u80fd\u986f\u8457\u63d0\u5347\u908f\u8f2f\u63a8\u7406\u6e96\u78ba\u6027\u548c\u6574\u9ad4\u5b8c\u6210\u8cea\u91cf\u3002<\/li>\n\n\n\n<li>\u7d50\u69cb\u5316\u6a19\u7c64: \u4f7f\u7528 Markdown\u3001XML \u6216 JSON \u683c\u5f0f\u898f\u7bc4\u8f38\u51fa\u3002\u7d50\u69cb\u5316\u683c\u5f0f\u5c0d LLM \u7684\u91cd\u8981\u6027\u4e0d\u53ef\u4f4e\u4f30\uff0c\u9084\u6709 API \u6574\u5408\u512a\u52e2\u4fbf\u65bc\u5f8c\u7e8c\u8655\u7406\u548c\u9a57\u8b49\u3002\u8a31\u591a LLM \u5728 RLHF \u8a13\u7df4\u4e2d\u4f7f\u7528\u4e86 XML \u683c\u5f0f\u8f38\u5165\uff0c\u56e0\u6b64\u9019\u7a2e\u7d50\u69cb\u5316\u65b9\u6cd5\u80fd\u7522\u751f\u66f4\u597d\u7684\u7d50\u679c\u3002<\/li>\n\n\n\n<li>Metaprompting: \u8b93 LLM \u6210\u70ba\u63d0\u793a\u8a5e\u512a\u5316\u5927\u5e2b\uff0c\u5229\u7528 LLM \u81ea\u8eab\u4f86\u8fed\u4ee3\u548c\u512a\u5316\u63d0\u793a\u8a5e\u3002\u9019\u662f\u7576\u524d\u6700\u5f37\u5927\u7684\u63d0\u793a\u5de5\u7a0b\u6280\u8853\u4e4b\u4e00\u3002<br>a. \u57fa\u790e\u65b9\u6cd5\u662f\u7d66 LLM \u8a2d\u5b9a\u300c\u5c08\u5bb6\u63d0\u793a\u5de5\u7a0b\u5e2b\u300d\u89d2\u8272\uff0c\u63d0\u4f9b\u7576\u524d\u63d0\u793a\u8a5e\u548c\u554f\u984c\u6848\u4f8b\uff0c\u8981\u6c42\u5b83\u63d0\u51fa\u6539\u9032\u5efa\u8b70\u3002<br>b. \u9ad8\u7d1a\u61c9\u7528\u662f Prompt Folding \u52d5\u614b\u751f\u6210\u5c08\u9580\u5316\u7684\u5b50\u63d0\u793a\u8a5e\u3001\u591a\u6a21\u578b\u5354\u4f5c: \u7528\u5927\u6a21\u578b\u512a\u5316\uff0c\u5c0f\u6a21\u578b\u57f7\u884c\u3002<\/li>\n\n\n\n<li>\u5c11\u6a23\u672c(few-shot) \u5b78\u7fd2: \u7528\u771f\u5be6\u6848\u4f8b\u5851\u9020\u5353\u8d8a\u884c\u70ba\uff0c\u63d0\u4f9b\u9ad8\u8cea\u91cf\u793a\u4f8b\uff0c\u7279\u5225\u662f\u56f0\u96e3\u6848\u4f8b\u3002\u5c11\u6a23\u672c\u5b78\u7fd2\u80fd\u6975\u5927\u63d0\u5347 LLM \u5728\u7279\u5b9a\u4efb\u52d9\u4e0a\u7684\u8868\u73fe\u3002<br>\u4f8b\u5982 \u7a0b\u5f0f\u78bc\u81ea\u52d5\u932f\u8aa4\u6aa2\u6e2c\uff0c\u63d0\u4f9b\u53ea\u6709\u5c08\u5bb6\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\u624d\u80fd\u8655\u7406\u7684\u56f0\u96e3\u4f8b\u5b50\uff0c\u91dd\u5c0d N+1 \u67e5\u8a62\u7b49\u8907\u96dc\u554f\u984c\u63d0\u4f9b\u5177\u9ad4\u793a\u4f8b\u3002\u9019\u7a2e\u65b9\u6cd5\u985e\u4f3c\u65bc\u7a0b\u5f0f\u8a2d\u8a08\u4e2d\u7684\u6e2c\u8a66\u9a45\u52d5\u958b\u767c\uff0c\u662f LLM \u7248\u672c\u7684\u55ae\u5143\u6e2c\u8a66\u3002<\/li>\n\n\n\n<li>Prompt Folding: \u52d5\u614b\u751f\u6210\u300c\u5ba2\u88fd\u5316\u300d\u7684\u5b50\u63d0\u793a\u8a5e\u3002\u5c0d\u65bc\u8907\u96dc\u7684\u4efb\u52d9\uff0c \u4f7f\u7528\u4e00\u500b\u901a\u7528\u63d0\u793a\u8a5e\u6839\u64da\u5177\u9ad4\u60c5\u6cc1\uff0c\u81ea\u52d5\u751f\u6210\u66f4\u7cbe\u6e96\u7684\u4e00\u7cfb\u5217\u5b50\u63d0\u793a\u8a5e\u3002\u5be6\u969b\u904b\u4f5c\u6b65\u9a5f\u662f a. \u901a\u7528\u63d0\u793a\u8a5e\u5206\u6790\u554f\u984c\u985e\u578b b. \u81ea\u52d5\u751f\u6210\u8a72\u554f\u984c\u7684\u5c08\u7528\u63d0\u793a\u8a5e c. \u7528\u5c08\u7528\u63d0\u793a\u8a5e\u7cbe\u6e96\u8655\u7406\u5b50\u4efb\u52d9<\/li>\n\n\n\n<li>\u8a2d\u7f6e\u300c\u9003\u751f\u51fa\u53e3\u300d\uff0c\u8b93 LLM \u5b78\u6703\u627f\u8a8d\u4e0d\u77e5\u9053\u3002\u660e\u78ba\u6307\u793a LLM \u5728\u4e0d\u78ba\u5b9a\u6642\u505c\u6b62\u4e26\u8acb\u6c42\u5354\u52a9\u3002\u6a21\u578b\u904e\u65bc\u6e34\u671b\u5e6b\u52a9\uff0c\u5373\u4f7f\u8cc7\u8a0a\u4e0d\u8db3\u4e5f\u6703\u7de8\u9020\u7b54\u6848\u3002<br>\u9700\u8981\u660e\u78ba\u544a\u77e5: \u300c\u5982\u679c\u8cc7\u8a0a\u4e0d\u8db3\uff0c\u8acb\u8aaa\u300e\u6211\u4e0d\u77e5\u9053\u300f\u4e26\u8acb\u6c42\u6f84\u6e05\u300d<\/li>\n\n\n\n<li>\u601d\u7dad\u8ecc\u8de1\u8207\u9664\u932f\u8cc7\u8a0a: \u6d1e\u5bdf LLM \u7684\u63a8\u7406\u904e\u7a0b\uff0c\u8981\u6c42 LLM \u8f38\u51fa\u63a8\u7406\u65e5\u8a8c\u548c\u9664\u932f\u8cc7\u8a0a\u3002\u9019\u4e9b\u300c\u5167\u5fc3\u6232\u300d\u662f\u8a3a\u65b7\u554f\u984c\u3001\u512a\u5316\u63d0\u793a\u8a5e\u7684\u5bf6\u8cb4\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u8a55\u4f30\u9ad4\u7cfb: \u6bd4\u63d0\u793a\u8a5e\u66f4\u73cd\u8cb4\u7684\u7687\u51a0\u660e\u73e0\uff0cParaHelp \u9858\u610f\u958b\u6e90\u63d0\u793a\u8a5e\uff0c\u56e0\u70ba\u8a55\u4f30\u624d\u662f\u771f\u6b63\u7684\u6838\u5fc3\u8cc7\u7522\u3002<br>\u8a55\u4f30\u7684\u50f9\u503c\u6709 a. \u7406\u89e3\u539f\u7406: \u77e5\u9053\u70ba\u4ec0\u9ebc\u63d0\u793a\u8a5e\u6709\u6548 b. \u6301\u7e8c\u6539\u9032: \u63d0\u4f9b\u8fed\u4ee3\u512a\u5316\u7684\u57fa\u6e96 c. \u7af6\u722d\u512a\u52e2: \u9700\u8981\u6df1\u5165\u4e86\u89e3\u7279\u5b9a\u9818\u57df\u7684\u4f7f\u7528\u8005\u9700\u6c42<\/li>\n\n\n\n<li>\u6a21\u578b\u500b\u6027\u8207\u5927\u5c0f\u5354\u540c\uff0c\u517c\u9867\u8cea\u91cf\u8207\u6210\u672c\u3002\u8a8d\u8b58\u4e0d\u540c\u6a21\u578b\u7684\u300c\u500b\u6027\u300d\u7279\u5fb5\u3002Claude\uff1a\u66f4\u4eba\u6027\u5316\uff0c\u6613\u65bc\u5f15\u5c0e\u3001Llama 4\uff1a\u9700\u8981\u66f4\u591a\u5f15\u5c0e\uff0c\u4f46\u53ef\u7cbe\u78ba\u63a7\u5236\u3001o3\uff1a\u56b4\u683c\u9075\u5faa\u898f\u5247\uff0c\u9069\u5408\u6a19\u6e96\u5316\u4efb\u52d9\u3001Gemini 2.5 Pro\uff1a\u9748\u6d3b\u8655\u7406\u4f8b\u5916\u60c5\u6cc1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5be6\u6230\u7e3d\u7d50:<\/p>\n\n\n\n<p>\u73fe\u4ee3 AI \u516c\u53f8\u5df2\u7d93\u5c07 Prompt Engineering \u8996\u70ba\u6838\u5fc3\u5de5\u7a0b\u5b78\u79d1\u3002\u9019\u4e0d\u518d\u662f\u7c21\u55ae\u7684\u6307\u4ee4\u7de8\u5beb\uff0c\u800c\u662f\u9700\u8981:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7cfb\u7d71\u5316\u65b9\u6cd5: \u50cf Palantir \u7684 Forward Deployed Engineer \u4e00\u6a23\u6df1\u5165\u7406\u89e3\u696d\u52d9<\/li>\n\n\n\n<li>\u5de5\u7a0b\u5316\u6d41\u7a0b: \u5efa\u7acb\u5b8c\u6574\u7684\u958b\u767c\u3001\u6e2c\u8a66\u3001\u90e8\u7f72\u6d41\u6c34\u7dda<\/li>\n\n\n\n<li>\u6301\u7e8c\u512a\u5316: \u57fa\u65bc\u8a55\u4f30\u7d50\u679c\u4e0d\u65b7\u8fed\u4ee3\u6539\u9032<\/li>\n<\/ol>\n\n\n\n<p>\u53ea\u6709\u63a1\u7528\u9019\u7a2e\u5c08\u696d\u5316\u3001\u7cfb\u7d71\u5316\u7684 approach\uff0c\u624d\u80fd\u771f\u6b63\u91cb\u653e LLM \u7684\u5de8\u5927\u6f5b\u529b\uff0c\u5728\u7af6\u722d\u6fc0\u70c8\u7684 AI \u61c9\u7528\u5e02\u5834\u4e2d\u812b\u7a4e\u800c\u51fa\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162512366898971\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc68\u200d\ud83d\udcbb <a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/Claude+Code\">\u6574\u7406 Claude Code \u8cc7\u6599<\/a><\/h3>\n\n\n\n<p>Anthropic \u7684 <a href=\"https:\/\/www.anthropic.com\/claude-code\">Claude Code<\/a> \u662f\u8fd1\u671f\u6700\u592f\u7684 Coding Agent \u5de5\u5177\uff0c\u9084\u53ef\u4ee5\u642d\u914d <a href=\"https:\/\/www.cursor.com\/\">Cursor<\/a> \u7b49 IDE \u4e00\u8d77\u4f7f\u7528\u7c21\u76f4\u5982\u864e\u6dfb\u7ffc\u3002<\/p>\n\n\n\n<p>\u9019\u662f\u6211\u6574\u7406\u7684\u63a8\u85a6\u5b78\u7fd2\u8cc7\u6599: <a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/Claude+Code\">ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/Claude+Code<\/a><\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u8acb AI \u5354\u52a9\u6539\u5e7e\u884c code\uff0c\u6216\u4fee\u6539\u55ae\u4e00\u6a94\u6848\uff0c\u5728 Cursor IDE \u88e1\u7528\u5c31\u5f88\u65b9\u4fbf\u3002<br>\u4f46\u5982\u679c\u4f60\u5e0c\u671b AI \u6839\u64da\u4f60\u7684\u9700\u6c42\uff0c\u81ea\u52d5\u627e\u51fa\u9700\u8981\u4fee\u6539\u7684\u6a94\u6848\u3001\u8de8\u591a\u500b\u6a94\u6848\u6539\u52d5\uff0c\u9084\u80fd\u81ea\u52d5\u7528 bash \u6307\u4ee4\u3001git \u7b49\u5de5\u5177\u9032\u884c\u64cd\u4f5c\uff0c\u96d6\u7136 Cursor \u4e5f\u6709 Agent \u6a21\u5f0f\uff0c\u4f46\u6211\u5efa\u8b70\u53ef\u4ee5\u6539\u7528 Claude Code \u9ad4\u9a57\u770b\u770b\u3002<br>\u9019\u7a2e Agent \u6a21\u5f0f\u9700\u8981\u8655\u7406\u5de8\u91cf tokens\uff0c\u56e0\u6b64\u7531\u6a21\u578b\u5ee0\u5546\u81ea\u5df1\u505a\u6709\u5de8\u5927\u512a\u52e2\uff0c\u7b2c\u4e09\u65b9\u5ee0\u5546\u4f86\u505a\u5fc5\u7136\u6703\u6709\u66f4\u9ad8\u7684 API tokens \u6210\u672c\u58d3\u529b(\u4f8b\u5982 Cursor \u5fc5\u9808\u60f3\u8fa6\u6cd5\u58d3\u7e2e\u548c\u6e1b\u5c11 context \u4f86\u964d\u4f4e\u6210\u672c)\uff0c\u800c\u96e3\u4ee5\u63d0\u4f9b\u76f8\u540c\u7b49\u7d1a\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u80fd\u5beb code\uff0c\u5c0d\u6211\u6700\u6709\u8da3\u7684\u662f SDK\uff0c\u53ef\u4ee5\u81ea\u8a02 slash commands \u4ee5\u53ca\u53ef\u4ee5\u7528 command line \u89f8\u767c\u975e\u5c0d\u8a71\u57f7\u884c\u3002\u56e0\u6b64\u4f60\u53ef\u4ee5\u628a\u9019\u6771\u897f\u7576\u4f5c unix-style utility \u4f86\u7528\u3002<br>\u4f8b\u5982\u6211\u5c31\u505a\u4e86\u4e00\u500b mutli-agent research \u7684\u6307\u4ee4\uff0c\u89f8\u767c\u4e94\u500b sub-agents \u5e73\u884c\u57f7\u884c\u7528 web search \u641c\u5c0b\uff0c\u6700\u5f8c\u7e3d\u7d50\u6210\u4e00\u500b\u5831\u544a\u7d66\u6211\u3002\u9019\u5c31\u662f\u4e00\u500b\u73fe\u6210\u8d85\u53b2\u5bb3\u7684 supervisor multi-agents \u7cfb\u7d71\u53ef\u4ee5\u88dd\u4efb\u610f MCP servers \u5de5\u5177\u8dd1\u4efb\u610f\u6d41\u7a0b\uff0c\u4f60\u53ea\u9700\u8981\u5beb prompt \u5c31\u597d\u4e86\u3002\u800c\u4e14\u8cbb\u7528\u9084\u662f\u5403\u56fa\u5b9a\u7684 Claude Max Plan \u8a02\u95b1\u8cbb\uff0c\u4e0d\u82b1 API tokens \u9322\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162520766718971\">Facebook \u8cbc\u6587<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 <a href=\"https:\/\/a16z.com\/nine-emerging-developer-patterns-for-the-ai-era\/\">\u65b0\u7684\u8edf\u9ad4\u958b\u767c\u6a21\u5f0f Emerging Developer Patterns for the AI Era<\/a><\/h3>\n\n\n\n<p>\u770b\u5230\u9019\u7bc7 a16z \u7684 &#8220;Emerging Developer Patterns for the AI Era&#8221; \u89ba\u5f97\u6709\u53b2\u5bb3\uff0c\u63a2\u8a0e\u4e86 AI \u6b63\u5728\u91cd\u5851\u5efa\u69cb\u8edf\u9ad4\u7684\u65b9\u5f0f\u3002<br>\u4ee5\u4e0b\u662f\u4f5c\u8005\u63d0\u51fa\u7684\u4e5d\u7a2e\u524d\u77bb\u6027\u958b\u767c\u6a21\u5f0f\uff0c\u70ba\u958b\u767c\u8005\u5e36\u4f86\u65b0\u7684 AI-first \u601d\u7dad:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>AI-Native \u7684\u7248\u672c\u63a7\u5236\u7cfb\u7d71: Git \u662f\u70ba\u4e86\u8ffd\u8e64\u624b\u5beb\u7a0b\u5f0f\u78bc\u7684\u7cbe\u78ba\u6b77\u53f2\u800c\u8a2d\u8a08\u7684\uff0c\u73fe\u5728\u7528 AI Coding \u7684\u8a71\uff0c\u6211\u6703\u66f4\u60f3\u7d00\u9304\u7576\u6642\u7684\u751f\u6210\u610f\u5716\u548c prompt \u662f\u4ec0\u9ebc? \u662f\u7528\u4ec0\u9ebc\u6a21\u578b\u54ea\u500b Agent \u7b49\u7b49\u8108\u7d61\u8cc7\u8a0a<\/li>\n\n\n\n<li>Dashboards \u6539\u7528 Generative UI: \u8b93 AI \u6839\u64da\u7528\u6236\u7576\u4e0b\u7684\u9700\u6c42\uff0c\u5373\u6642\u751f\u6210\u7528\u6236\u9700\u8981\u7684 UI \u5143\u4ef6\u5728\u524d\u7aef\u986f\u793a\u51fa\u4f86<\/li>\n\n\n\n<li>\u6587\u4ef6\u4e0d\u6b62\u7d66\u4eba\u770b\uff0c\u4e5f\u8981\u6e96\u5099\u7d66 AI \u770b<\/li>\n\n\n\n<li>Vibe Coding \u53d6\u4ee3 create-react-app \u7bc4\u672c<\/li>\n\n\n\n<li>\u65b0\u7684\u7ba1\u7406 secret key \u65b9\u5f0f\u800c\u4e0d\u662f\u55ae\u7d14\u7528 .env<\/li>\n\n\n\n<li>\u53ef\u53ca\u6027 Accessibility \u8a2d\u8a08\u4e0d\u53ea\u662f\u70ba\u4e86\u7528\u6236\u7121\u969c\u7919\u4f7f\u7528\uff0c\u800c\u662f\u80fd\u8b93 AI \u64cd\u4f5c\u7684\u901a\u7528\u4ecb\u9762<\/li>\n\n\n\n<li>\u975e\u540c\u6b65 Agent \u5de5\u4f5c\u6d41: \u80fd\u50cf\u6307\u6d3e\u4efb\u52d9\u4e00\u6a23\u4e1f\u7d66 Agent \u5728\u80cc\u666f\u57f7\u884c<\/li>\n\n\n\n<li>MCP \u6a19\u6e96\u5316: Agent \u8207\u5de5\u5177\u4e4b\u9593\u7684\u6a19\u6e96\u5354\u5b9a<\/li>\n\n\n\n<li>\u5c08\u9580\u91dd\u5c0d Agent \u63d0\u4f9b\u7684 API \u57fa\u790e\u670d\u52d9\uff0c\u4f8b\u5982: \u8eab\u4efd\u9a57\u8b49\u3001\u8a08\u8cbb\u3001\u8cc7\u6599\u5eab\u7b49\u96f2\u7aef\u670d\u52d9<\/li>\n<\/ol>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162467056758971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<p>\u53e6\u5916 <a href=\"https:\/\/www.facebook.com\/andrew.blog.0928\">\u5b89\u5fb7\u9b6f\u7684\u90e8\u843d\u683c<\/a> \u4e5f\u6709\u91dd\u5c0d\u9019\u500b\u8da8\u52e2\uff0c\u9032\u884c\u66f4\u6df1\u5165\u7684\u767c\u60f3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfc1 <a href=\"https:\/\/ysymyth.github.io\/The-Second-Half\/\">AI \u767c\u5c55\u4e0b\u534a\u5834 The Second Half<\/a><\/h3>\n\n\n\n<p>OpenAI \u7684\u7814\u7a76\u54e1 \u59da\u9806\u96e8 \u5beb\u4e86\u4e00\u7bc7 AI \u4e0b\u534a\u5834 \u555f\u793a\u9304\u3002<\/p>\n\n\n\n<p>\u5f9e\u73fe\u5728\u958b\u59cb\uff0c\u5c07\u7126\u9ede\u5f9e\u89e3\u6c7a\u554f\u984c\u8f49\u5411\u5b9a\u7fa9\u554f\u984c\u3002\u5728\u9019\u500b\u65b0\u6642\u4ee3\uff0c\u8a55\u4f30\u6bd4\u8a13\u7df4\u66f4\u70ba\u91cd\u8981\u3002\u6211\u5011\u4e0d\u518d\u53ea\u662f\u554f\u300c\u6211\u5011\u80fd\u5426\u8a13\u7df4\u4e00\u500b\u6a21\u578b\u4f86\u89e3\u6c7a X \u554f\u984c\uff1f\u300d\uff0c\u800c\u662f\u554f\u300c\u6211\u5011\u61c9\u8a72\u8a13\u7df4 AI \u505a\u4ec0\u9ebc\uff0c\u4ee5\u53ca\u5982\u4f55\u8861\u91cf\u771f\u6b63\u7684\u9032\u5c55\uff1f\u300d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u534a\u5834\u662f\u5237\u699c\uff0c\u904e\u53bb\u5e7e\u5341\u5e74\uff0c\u8ab0\u80fd\u958b\u767c\u51fa\u65b0\u6f14\u7b97\u6cd5\u3001\u65b0\u6a21\u578b\u5728benchmark\u4e0a\u5237\u51fa\u9ad8\u5206\uff0c\u8ab0\u5c31\u662f\u8d0f\u5bb6<\/li>\n\n\n\n<li>\u95dc\u9375\u8f49\u6298\u9ede\u662f RL \u5f37\u5316\u5b78\u7fd2\u7684\u7a81\u7834\uff0c\u7d42\u65bc\u53ef\u4ee5\u6cdb\u5316\u4e86! \u79d8\u8a23\u5c31\u662f\u8981\u5148\u6709\u9810\u8a13\u7df4\u6a21\u578b\uff0c\u7136\u5f8c\u518d\u505a RL \u63a8\u7406<\/li>\n\n\n\n<li>\u4e0b\u534a\u5834\u4e0d\u518d\u662f\u958b\u767c\u65b0\u6a21\u578b \u2192 \u5237\u66f4\u9ad8\u5206\u6578\uff0c\u800c\u662f\u8981\u53bb\u5b9a\u7fa9\u771f\u6b63\u6709\u7528\u7684\u554f\u984c\uff0c\u7136\u5f8c\u5be6\u969b\u5275\u9020\u50f9\u503c<\/li>\n<\/ul>\n\n\n\n<p>\u70ba\u4ec0\u9ebc?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u5df2\u7d93\u5728\u5404\u7a2e\u8003\u8a66\u3001\u7af6\u8cfd\u4e2d\u8d85\u795e\u4e86\uff0c\u4f46\u73fe\u5be6\u4e16\u754c\u597d\u50cf\u6c92\u56e0\u6b64\u5927\u8b8a<\/li>\n\n\n\n<li>\u73fe\u6709\u7684\u8a55\u4f30\u65b9\u5f0f\u8ddf\u771f\u5be6\u61c9\u7528\u812b\u7bc0\u592a\u56b4\u91cd<\/li>\n\n\n\n<li>\u73fe\u5728\u7684\u6a21\u578b\u8207\u8a13\u7df4\u914d\u65b9\uff0c\u5df2\u7d93\u80fd\u89e3\u6c7a\u5927\u90e8\u5206 benchmark<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6211\u5011\u9700\u8981\u5f9e\u6839\u672c\u91cd\u65b0\u601d\u8003\u300c\u8a55\u4f30\u300d\u9019\u4ef6\u4e8b\u3002\u9019\u4e0d\u53ea\u662f\u8981\u5275\u9020\u66f4\u96e3\u7684 benchmark\uff0c\u800c\u662f\u8981\u8a2d\u8a08\u51fa\u80fd\u53cd\u6620\u771f\u5be6\u50f9\u503c\u7684\u65b0\u4efb\u52d9\u8207\u8a55\u4f30\u65b9\u5f0f\u3002<br>\u4e0a\u534a\u5834\u662f\u8003\u8a66\u5237\u699c\uff0c\u4e0b\u534a\u5834\u662f\u8981\u6253\u9020\u51fa\u771f\u6b63\u6709\u7528\u7684 AI \u7522\u54c1\uff0c\u5275\u9020\u51fa\u6578\u5341\u5104\u3001\u751a\u81f3\u6578\u5146\u7f8e\u5143\u7684\u50f9\u503c\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162507762113971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfc6 <a href=\"https:\/\/arxiv.org\/abs\/2504.20879\">\u6392\u884c\u699c\u5e7b\u8c61 The Leaderboard Illusion<\/a><\/h3>\n\n\n\n<p>\u4e0a\u4e00\u7bc7 AI \u4e0a\u534a\u5834\u662f\u6a21\u578b\u5237\u699c\uff0c\u4eca\u5929\u5c31\u4f86\u804a\u804a\u4e0a\u500b\u6708\u7684\u4e00\u500b\u71b1\u9580\u8a71\u984c: The Leaderboard Illusion\uff08\u6392\u884c\u699c\u5e7b\u8c61\uff09\u63ed\u9732 <a href=\"https:\/\/lmarena.ai\/\">Chatbot Arena<\/a> (\u73fe\u5df2\u6539\u540d LMArena \u6210\u7acb\u65b0\u516c\u53f8)\u7684\u8a55\u6bd4\u722d\u8b70 \ud83e\uddd0<\/p>\n\n\n\n<p>Chatbot Arena \u539f\u672c\u88ab\u8996\u70ba\u76f8\u5c0d\u516c\u6b63\u7684 LLM \u8a55\u6bd4\u5e73\u53f0\u3002\u5b83\u6703\u96a8\u6a5f\u9078\u51fa\u5169\u500b\u533f\u540d\u6a21\u578b\uff0c\u8b93\u7528\u6236\u9078\u51fa\u6bd4\u8f03\u559c\u6b61\u7684\u56de\u7b54\uff0c\u4e26\u4ee5 Elo \u5206\u6578\u8a08\u7b97\u6392\u540d\u3002\u56e0\u70ba\u7c21\u55ae\u6613\u7528\uff0c\u5f88\u5feb\u6210\u70ba LLM \u4e16\u754c\u4e2d\u6700\u5177\u5f71\u97ff\u529b\u7684\u5927\u6a21\u578b\u6392\u884c\u699c\u3002<\/p>\n\n\n\n<p>\u4f46\u6f38\u6f38\u5730\uff0c\u793e\u7fa4\u958b\u59cb\u767c\u73fe\u4e00\u4e9b\u4e0d\u5c0d\u52c1\u7684\u5730\u65b9\uff0c\u4f8b\u5982 Claude \u6a21\u578b\u90fd\u7121\u6cd5\u9032\u5165\u524d\u5341\u540d\uff0cLlama 4 \u88ab\u7206\u51fa\u8a55\u6bd4\u7684\u7248\u672c\u548c\u958b\u6e90\u7248\u672c\u5176\u5be6\u4e0d\u4e00\u6a23\uff0c\u8a55\u6bd4\u7684\u7248\u672c\u662f\u7d93\u904e\u5f37\u5316\u4eba\u985e\u504f\u597d\u98a8\u683c\u7684\u52a0\u6599\u7248\uff0c\u56e0\u70ba\u6709\u4e9b\u7279\u5b9a\u8f38\u51fa\u98a8\u683c\uff0c\u4f8b\u5982 emoji \u6bd4\u8f03\u591a\u3001\u79ae\u8c8c\u53cb\u5584\u7a4d\u6975\u3001\u611b\u7528\u689d\u5217\u6e05\u55ae\u3001\u6bd4\u8f03\u9577\u7684\u7b54\u6848\u3001\u6bd4\u8f03\u4e0d\u6703\u62d2\u7d55\u56de\u7b54\u7b49\u7b49\uff0c\u5f80\u5f80\u6bd4\u8f03\u5bb9\u6613\u5f97\u5230\u9ad8\u5206\uff0c\u4f46\u9019\u4e9b\u7279\u6027\u4e0d\u4e00\u5b9a\u4ee3\u8868\u771f\u6b63\u7684\u6a21\u578b\u5be6\u529b\u3002<\/p>\n\n\n\n<p>\u9019\u7bc7 Paper \u63d0\u5230 Chatbot Arena \u6709\u500b\u653f\u7b56\uff0c\u5141\u8a31\u6a21\u578b\u5ee0\u5546\u533f\u540d\u63d0\u4ea4\u300cPreview \u6a21\u578b\u300d\u8b93\u5927\u5bb6\u5148\u6e2c\u8a66\u3002\u9019\u500b\u529f\u80fd\u770b\u8d77\u4f86\u5f88\u68d2\uff0c\u8b93\u7528\u6236\u53ef\u4ee5\u514d\u8cbb\u6436\u5148\u9ad4\u9a57\uff0c\u793e\u7fa4\u4e5f\u666e\u904d\u6a02\u898b\u3002<\/p>\n\n\n\n<p>\u4f46\u5be6\u969b\u4e0a\u537b\u9020\u6210\u6975\u5927\u7684\u4e0d\u516c\u6b63\u73fe\u8c61\uff0c\u5c11\u6578\u4f9b\u61c9\u5546\u53ef\u4ee5\u5728\u6b63\u5f0f\u767c\u4f48\u524d\u6e2c\u8a66\u5927\u91cf\u6a21\u578b\u8b8a\u9ad4\uff0c\u4e0d\u6eff\u610f\u5c31\u64a4\u4e0b\u4e0d\u516c\u958b\u5206\u6578\uff0c\u6700\u5f8c\u53ea\u767c\u8868\u8868\u73fe\u6700\u597d\u7684\u90a3\u4e00\u500b\u3002\u50cf Meta \u5728 Llama 4 \u767c\u4f48\u524d\uff0c\u5c31\u79c1\u4e0b\u6e2c\u4e86 27 \u500b\u7248\u672c\u3002\u9019\u6a23\u7684\u64cd\u4f5c\uff0c\u81ea\u7136\u5bb9\u6613\u885d\u4e0a\u6392\u884c\u699c\u9802\u7aef\u3002<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\uff0c\u6a21\u578b\u5ee0\u5546\u80fd\u5920\u63d0\u4ea4\u6578\u5341\u500b\u6a21\u578b\u5230 Chatbot Arena \u533f\u540d\u4e0a\u5834\uff0c\u6700\u5f8c\u53ea\u767c\u8868\u5f97\u5206\u6700\u9ad8\u7684\u90a3\u4e00\u500b\uff0c\u5176\u4ed6\u6210\u7e3e\u5dee\u7684\u7248\u672c\u5247\u6084\u6084\u64a4\u4e0b\u4e14\u4e0d\u516c\u958b\u3002\u9019\u6a23\u53ef\u4ee5\u64cd\u7e31\u6392\u884c\u699c\u7684\u5236\u5ea6\uff0c\u9084\u80fd\u8aaa\u662f\u516c\u6b63\u8207\u900f\u660e\u55ce \ud83d\ude05<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\u6211\u883b\u656c\u4f69 Anthropic \u7684\uff0c\u80fd\u5920\u4e00\u76f4\u4e0d\u523b\u610f\u8ffd\u6c42\u9019\u500b\u6392\u884c\u699c\uff0c\u4ed6\u5011\u8a8d\u70ba\u904e\u5ea6\u6700\u4f73\u5316\u4eba\u985e\u504f\u597d\u5206\u6578\uff0c\u5c31\u50cf\u793e\u7fa4\u5a92\u9ad4\u6f14\u7b97\u6cd5\u4e00\u6a23\uff0c\u53ea\u662f\u8fce\u5408\u7528\u6236\uff0c\u800c\u975e\u771f\u6b63\u5275\u9020\u50f9\u503c\u3002<\/p>\n\n\n\n<p>\u53e6\u6709 <a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1901290665553396416\">\u77e5\u4e4e\u7684\u6574\u7406\u5831\u5c0e<\/a> \u6574\u7406\u66f4\u591a\u7d30\u7bc0\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162511093933971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddea <a href=\"https:\/\/ihower.tw\/watch\/how_to_solve_the_1_blocker_for_getting_ai_agents_in_production_langchain_interrupt\/\">LangChain Interrupt \u5927\u6703: How to Solve the #1 Blocker for Getting AI Agents in Production<\/a><\/h3>\n\n\n\n<p>\u5225\u770b\u6211\u5e38\u5e38\u5634 LangChain \u4e0d\u8981\u7528\uff0c\u4f46\u6211\u5c0d LangChain \u662f\u975e\u5e38\u656c\u4f69\u7684\uff0c\u5b83\u771f\u7684\u662f AI \u61c9\u7528\u6846\u67b6\u7684\u5148\u884c\u8005: \u628a\u5927\u5bb6\u60f3\u505a\u7684\u529f\u80fd\u90fd\u5148\u505a\u4e00\u904d\u51fa\u4f86\uff0c\u9019\u6a23\u5c31\u77e5\u9053\u6703\u6709\u4ec0\u9ebc\u5751\uff0c\u8b93\u6211\u5011\u5c11\u8d70\u5f88\u591a\u51a4\u6789\u8def\u3002<br><a href=\"https:\/\/interrupt.langchain.com\/\">LangChain Interrupt<\/a> \u662f LangChain \u81ea\u5df1\u8209\u8fa6\u7684\u7814\u8a0e\u6703\uff0c\u9019\u5834\u662f LangChain \u5275\u8fa6\u4eba Harrison Chase \u7684\u6f14\u8b1b\uff0c\u5206\u4eab Agent \u4e0a production \u7684\u6700\u5927\u6311\u6230: \u5982\u4f55\u505a\u8a55\u4f30<br>\u4ed6\u63d0\u5230: &#8220;\u8a55\u4f30\u4e0d\u662f\u4e00\u6b21\u6027\u4efb\u52d9\uff0c\u800c\u662f\u9700\u8981\u5728\u6574\u500b AI \u61c9\u7528\u751f\u547d\u9031\u671f\u4e2d\u6301\u7e8c\u9032\u884c\u7684\u91cd\u8981\u5be6\u8e10&#8221;<br>\u5167\u5bb9\u6db5\u84cb:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u96e2\u7dda\u8a55\u4f30 Offline Evals<\/li>\n\n\n\n<li>\u7dda\u4e0a\u8a55\u4f30 Online Evals<\/li>\n\n\n\n<li>\u5faa\u74b0\u5167\u8a55\u4f30 In-the-loop Evals<\/li>\n\n\n\n<li>\u7531 LangChain \u505a\u7684\u958b\u6e90\u8a55\u4f30\u5de5\u5177 Open Evals<\/li>\n<\/ol>\n\n\n\n<p>\u66f4\u591a\u6458\u8981\u5167\u5bb9\u548c\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162488874873971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf99\ufe0f <a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/2025\/LangChain+Interrupt+2025+Andrew+Ng+%E8%A8%AA%E8%AB%87\">LangChain Interrupt \u5927\u6703: Andrew Ng \u8a2a\u8ac7<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u662f Harrison Chase \u8a2a\u8ac7 Andrew Ng \u5433\u6069\u9054\u8001\u5e2b\uff0c\u883b\u7cbe\u5f69\u7684\u3002\u6280\u8853\u4eba\u7684\u8a2a\u8ac7\u679c\u7136\u9084\u662f\u6709\u4e0d\u4e00\u6a23\u7684\u706b\u82b1\u3002<br>\u6c92\u60f3\u5230\u5433\u6069\u9054\u8001\u5e2b\u4e5f\u662f\u8a8d\u70ba AI \u6280\u8853\u77e5\u8b58\u662f\u76ee\u524d\u5275\u696d\u3001\u505a\u7522\u54c1\u6700\u7a00\u7f3a\u7684\u8cc7\u6e90\uff0c\u5546\u696d\u6280\u80fd(\u884c\u92b7\u3001\u92b7\u552e\u3001\u5b9a\u50f9)\u96d6\u7136\u91cd\u8981\uff0c\u4f46\u9019\u4e9b\u77e5\u8b58\u76f8\u5c0d\u7a69\u5b9a\u4e14\u50b3\u64ad\u5ee3\u6cdb\u3002AI \u6280\u8853\u77e5\u8b58\u537b\u5b8c\u5168\u4e0d\u540c\uff0c\u8b8a\u5316\u592a\u5feb\uff0c\u771f\u6b63\u7684\u6df1\u5ea6\u7406\u89e3\u6975\u5ea6\u7a00\u7f3a\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u8a2a\u8ac7\u7684\u7c21\u8981\u91cd\u9ede\u5167\u5bb9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Q: \u95dc\u65bc Agent \u5b9a\u7fa9<\/li>\n\n\n\n<li>A: \u4e0d\u8981\u722d\u8ad6\u300c\u4ec0\u9ebc\u662f Agent\u300d\uff0c\u800c\u61c9\u8a72\u8ac7\u8ad6\u7cfb\u7d71\u7684\u300cagentic \u7a0b\u5ea6\u300d\u3002\u9019\u500b\u60f3\u6cd5\u5e6b\u52a9\u696d\u754c\u6e1b\u5c11\u4e86\u7121\u610f\u7fa9\u7684\u5b9a\u7fa9\u722d\u8ad6\uff0c\u5c08\u6ce8\u65bc\u5be6\u969b\u5efa\u69cb\u6709\u7528\u7684\u7cfb\u7d71\u3002<\/li>\n\n\n\n<li>Q: Agent \u61c9\u7528\u73fe\u6cc1<\/li>\n\n\n\n<li>A: \u5927\u591a\u6578\u5be6\u969b\u7684\u5546\u696d\u61c9\u7528\u4ecd\u7136\u662f\u76f8\u5c0d\u7c21\u55ae\u7684\u7dda\u6027\u5de5\u4f5c\u6d41\u7a0b\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u81ea\u4e3b\u7684\u8907\u96dc Agent\u3002\u4f01\u696d\u9762\u81e8\u7684\u4e3b\u8981\u6311\u6230\u662f\u5982\u4f55\u5c07\u73fe\u6709\u696d\u52d9\u6d41\u7a0b\u8f49\u5316\u70ba agentic \u5de5\u4f5c\u6d41\u7a0b\uff0c\u4ee5\u53ca\u5982\u4f55\u9069\u7576\u5730\u5206\u89e3\u4efb\u52d9\uff0c\u5efa\u7acb\u8a55\u4f30\u7cfb\u7d71\u3002\u64c1\u6709\u9019\u4e9b\u6280\u80fd\u96c6\u7684\u4ecd\u7136\u592a\u7a00\u5c11\u4e86<\/li>\n\n\n\n<li>Q: Agent \u958b\u767c\u8005\u9700\u8981\u638c\u63e1\u7684\u6280\u80fd<\/li>\n\n\n\n<li>A: \u6280\u8853\u6574\u5408\u80fd\u529b\u3001\u8a55\u4f30\u6846\u67b6\u5efa\u7acb\u3001\u4ee5\u53ca\u6700\u91cd\u8981\u7684\u300c\u89f8\u89ba\u77e5\u8b58\u300d\uff0c\u80fd\u5920\u5feb\u901f\u5224\u65b7\u5c08\u6848\u4e0b\u4e00\u6b65\u65b9\u5411\u7684\u76f4\u89ba\u3002\u9019\u7a2e\u7d93\u9a57\u5f88\u96e3\u50b3\u6388\uff0c\u9700\u8981\u5927\u91cf\u5be6\u6230\u7d2f\u7a4d\u3002<\/li>\n\n\n\n<li>Q: \u6280\u8853\u74b0\u5883\u7684\u5feb\u901f\u8b8a\u5316<\/li>\n\n\n\n<li>A: AI \u6280\u8853\u767c\u5c55\u8fc5\u901f\uff0c\u904e\u53bb\u7684\u6700\u4f73\u5be6\u52d9\u53ef\u80fd\u5f88\u5feb\u5c31\u4e0d\u518d\u9069\u7528\u3002\u4f8b\u5982\uff0c\u96a8\u8457 LLM \u4e0a\u4e0b\u6587\u9577\u5ea6\u589e\u52a0\uff0cRAG \u7684\u7b56\u7565\u9700\u8981\u5b8c\u5168\u91cd\u65b0\u601d\u8003\u3002\u958b\u767c\u8005\u9700\u8981\u6301\u7e8c\u9069\u61c9\u9019\u7a2e\u5feb\u901f\u8b8a\u5316<\/li>\n\n\n\n<li>Q: \u88ab\u4f4e\u4f30\u7684\u6280\u8853\u9818\u57df<\/li>\n\n\n\n<li>A: \u5118\u7ba1\u4eba\u5011\u8ac7\u8ad6\u8a55\u4f30\u7684\u91cd\u8981\u6027\uff0c\u4f46\u5be6\u969b\u57f7\u884c\u7387\u5f88\u4f4e\u3002Andrew \u5efa\u8b70\u5f9e\u7c21\u55ae\u3001\u5feb\u901f\u7684\u8a55\u4f30\u958b\u59cb\uff0c\u800c\u4e0d\u662f\u8ffd\u6c42\u5b8c\u7f8e\u3002\u5148\u505a\u51fa\u80fd\u7528\u7684\u7248\u672c\u518d\u9010\u6b65\u6539\u9032\u3002<\/li>\n\n\n\n<li>Q: \u8a9e\u97f3\u61c9\u7528\u7684\u6f5b\u529b<\/li>\n\n\n\n<li>A: \u8a9e\u97f3\u4ecb\u9762\u5927\u5e45\u964d\u4f4e\u4e86\u7528\u6236\u4f7f\u7528 AI \u7cfb\u7d71\u7684\u9580\u6abb\uff0c\u6bd4\u6587\u5b57\u8f38\u5165\u66f4\u81ea\u7136\u53cb\u5584\u3002\u4f46\u8a9e\u97f3\u61c9\u7528\u9762\u81e8\u5ef6\u9072\u6311\u6230\uff0c\u9700\u8981\u7279\u6b8a\u7684\u6280\u8853\u624b\u6bb5\u5982\u300c\u9810\u56de\u61c9\u300d\u4f86\u6539\u5584\u7528\u6236\u9ad4\u9a57\u3002<\/li>\n\n\n\n<li>Q: AI \u8f14\u52a9\u7de8\u7a0b\u7684\u91cd\u8981\u6027\u8207\u7a0b\u5f0f\u8a2d\u8a08\u666e\u53ca\u5316<\/li>\n\n\n\n<li>A: AI Fund (\u5433\u6069\u9054\u8001\u5e2b\u7684\u6295\u8cc7\u516c\u53f8) \u7684\u6240\u6709\u54e1\u5de5\u90fd\u6703\u7a0b\u5f0f\u8a2d\u8a08\uff0c\u5305\u62ec\u975e\u6280\u8853\u8077\u4f4d\u3002\u9019\u4e0d\u662f\u8981\u8b93\u4ed6\u5011\u6210\u70ba\u5de5\u7a0b\u5e2b\uff0c\u800c\u662f\u8b93\u4ed6\u5011\u80fd\u66f4\u597d\u5730\u8207\u96fb\u8166\u6e9d\u901a\uff0c\u5728\u5404\u81ea\u7684\u5de5\u4f5c\u4e2d\u63d0\u5347\u751f\u7522\u529b\u3002<\/li>\n\n\n\n<li>Q: AI \u8f14\u52a9\u7a0b\u5f0f\u8a2d\u8a08\uff08Vibe Coding\uff09<\/li>\n\n\n\n<li>A: \u300cVibe Coding\u300d\u9019\u500b\u540d\u7a31\u5177\u6709\u8aa4\u5c0e\u6027\uff0c\u5be6\u969b\u4e0a\u662f\u9ad8\u5f37\u5ea6\u7684\u667a\u529b\u6d3b\u52d5\u3002\u5efa\u8b70\u5b78\u7fd2\u7a0b\u5f0f\u8a2d\u8a08\u7684\u539f\u56e0\u4e26\u975e\u8981\u6210\u70ba\u7a0b\u5f0f\u8a2d\u8a08\u5e2b\uff0c\u800c\u662f\u8981\u80fd\u5920\u66f4\u7cbe\u78ba\u5730\u6307\u5c0e AI \u5de5\u5177\u3002<\/li>\n\n\n\n<li>Q: MCP \u5354\u8b70\u7684\u767c\u5c55<\/li>\n\n\n\n<li>A: MCP \u89e3\u6c7a\u4e86 AI \u7cfb\u7d71\u8207\u8cc7\u6599\u4f86\u6e90\u6574\u5408\u7684\u91cd\u8981\u554f\u984c\uff0c\u5f9e N\u00d7M \u7684\u6574\u5408\u8907\u96dc\u5ea6\u964d\u4f4e\u5230 N+M\u3002\u96d6\u7136\u76ee\u524d\u4ecd\u8655\u65bc\u65e9\u671f\u968e\u6bb5\uff0c\u5b58\u5728\u8a8d\u8b49\u548c\u767c\u73fe\u6a5f\u5236\u7684\u554f\u984c\uff0c\u4f46\u9019\u662f\u6b63\u78ba\u7684\u767c\u5c55\u65b9\u5411\u3002<\/li>\n\n\n\n<li>Q: \u591a Agent \u7cfb\u7d71\u7684\u73fe\u72c0<\/li>\n\n\n\n<li>A: \u8de8\u5718\u968a\u7684 Agent \u5354\u4f5c\u4ecd\u7136\u6975\u5176\u56f0\u96e3\uff0c\u76ee\u524d\u53ea\u6709\u540c\u4e00\u5718\u968a\u5167\u90e8\u7684\u591a Agent \u7cfb\u7d71\u6bd4\u8f03\u53ef\u884c\u3002\u9019\u500b\u9818\u57df\u6bd4 MCP \u66f4\u52a0\u65e9\u671f\uff0c\u9700\u8981\u66f4\u591a\u6280\u8853\u7a81\u7834\u624d\u80fd\u5be6\u73fe\u771f\u6b63\u7684 Agent \u9593\u5354\u4f5c\u3002\u8981\u8b93\u6211\u7684 Agent \u8207\u5225\u4eba\u7684 Agent \u4e00\u8d77\u5de5\u4f5c\uff0c\u9019\u611f\u89ba\u50cf\u662f\u540c\u6642\u9700\u8981\u5169\u500b\u5947\u8e5f\u3002<\/li>\n\n\n\n<li>Q: \u5275\u696d\u5efa\u8b70<\/li>\n\n\n\n<li>A: \u6210\u529f\u5275\u696d\u7684\u5169\u5927\u95dc\u9375\u56e0\u7d20\uff1a\u57f7\u884c\u901f\u5ea6\u548c\u6df1\u5ea6\u6280\u8853\u77e5\u8b58\u3002\u6280\u8853\u77e5\u8b58\u5c24\u5176\u7a00\u7f3a\uff0c\u56e0\u70ba AI \u6280\u8853\u767c\u5c55\u592a\u5feb\uff0c\u800c\u5546\u696d\u6280\u80fd\u76f8\u5c0d\u66f4\u5bb9\u6613\u7372\u5f97\u548c\u50b3\u64ad\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162489480133971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddd1\u200d\ud83d\udcbc <a href=\"https:\/\/ihower.tw\/watch\/how_linkedin_built_their_first_ai_agent_for_hiring_with_langgraph_langchain_interrupt\/\">LangChain Interrupt \u5927\u6703: LinkedIn \u7d93\u9a57\u5206\u4eab<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u662f Linkedin \u5206\u4eab\u4ed6\u5011\u958b\u767c Agent \u7684\u7d93\u9a57\uff0c\u4efb\u52d9\u662f Hiring Assistant \u5354\u52a9 HR \u62db\u8058\u81ea\u52d5\u5316\u6d41\u7a0b\uff0c\u67b6\u69cb\u662f supervisor multi-agents \u67b6\u69cb\uff0c\u7d30\u7bc0\u9019\u88e1\u5c31\u4e0d\u8d05\u8ff0\u4e86\u3002<br>\u8b93\u6211\u89ba\u5f97\u6700\u6709\u5171\u9cf4\u7684\u662f\uff0c\u4ed6\u5011\u5728\u958b\u767c GenAI \u7cfb\u7d71\u6642\uff0c\u5f9e Java \u8f49\u5411 Python \u7684\u904e\u7a0b\u3002\u50cf\u6211\u672c\u4f86\u4e5f\u4e0d\u719f Python \u8a9e\u8a00\uff0c\u800c\u662f\u719f\u6089\u7528 Ruby\uff0c\u56e0\u6b64\u4e00\u958b\u59cb\u4e5f\u5617\u8a66\u7528 Ruby \u4f86\u5beb GenAI \u7cfb\u7d71\u3002\u5f8c\u4f86\u624d\u767c\u73fe\u4e0d\u662f\u8aaa\u7a0b\u5f0f\u8a9e\u8a00\u8fa6\u4e0d\u5230\uff0c\u800c\u662f\u6574\u500b AI \u751f\u614b\u5708\u5e7e\u4e4e\u90fd\u662f Python\uff0c\u5728\u9019\u689d\u8def\u4e0a\u82e5\u8981\u8ddf\u5f97\u4e0a\u6700\u65b0\u767c\u5c55\uff0c\u53ea\u80fd\u9078\u64c7 Python\u3002<br>Linkedin \u7684 GenAI \u6280\u8853\u8f49\u6298\u662f\u9019\u6a23\u7684:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2012 \u5e74\u4ee5\u524d\uff1aPython \u4e3b\u8981\u7528\u5728\u5167\u90e8\u5de5\u5177\u8207\u96e2\u7dda\u5927\u6578\u64da\u8655\u7406\uff08\u5982 PySpark\uff09\uff0c\u6838\u5fc3\u696d\u52d9\u908f\u8f2f\u5e7e\u4e4e\u90fd\u7531 Java \u5be6\u4f5c\u3002<\/li>\n\n\n\n<li>2020 \u5e74\u5e95\uff1a\u958b\u59cb\u505a\u751f\u6210\u5f0f AI\uff0c\u7576\u6642\u7684\u7cfb\u7d71\u9084\u5f88\u55ae\u7d14\uff1a\u7c21\u55ae\u7684 prompt\u3001\u6c92\u6709 RAG\u3001\u6c92\u6709\u5c0d\u8a71\u8a18\u61b6\uff0c\u5c31\u60f3\u8aaa\u76f4\u63a5\u7528 Java \u505a\u4e5f\u6c92\u554f\u984c\u3002\u7d50\u679c\u5f88\u5feb\u5c31\u9047\u5230\u6311\u6230\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e09\u5927\u969c\u7919:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8a9e\u8a00\u9650\u5236\uff1a\u8a31\u591a\u5718\u968a\u60f3\u7528 Python \u9032\u884c\u5be6\u9a57\u3001\u63d0\u793a\u5de5\u7a0b\u548c\u8a55\u4f30\uff0c\u4f46\u7531\u65bc\u6280\u8853\u5806\u758a\u7684\u9650\u5236\uff0c\u4ed6\u5011\u88ab\u8feb\u4f7f\u7528 Java\u3002<\/li>\n\n\n\n<li>\u5275\u65b0\u969c\u7919\uff1a\u66f4\u6839\u672c\u7684\u554f\u984c\u662f\uff0c\u5982\u679c\u4f60\u7684\u6280\u8853\u5806\u758a\u4e0d\u662f Python\uff0c\u5982\u4f55\u8207\u958b\u6e90\u51fd\u5f0f\u5eab\u548c\u793e\u7fa4\u5354\u4f5c? \u8a9e\u8a00\u5dee\u8ddd\u4f7f\u5f97\u5718\u968a\u5f88\u96e3\u63a1\u7528\u6700\u65b0\u6700\u597d\u7684\u6280\u8853\u9032\u884c\u5275\u65b0\u548c\u8fed\u4ee3\uff0c\u5e7e\u4e4e\u7121\u6cd5\u8ddf\u4e0a\u958b\u6e90\u793e\u7fa4\u7684\u6700\u65b0\u5de5\u5177\u548c\u7814\u7a76\u9032\u5c55\u3002<\/li>\n\n\n\n<li>\u5feb\u901f\u8b8a\u5316\u7684\u751f\u614b\u7cfb\uff1a\u6bcf\u500b\u6708\u3001\u6bcf\u9031\u90fd\u6709\u65b0\u7684\u6a21\u578b\u767c\u5e03\u3001\u65b0\u7684\u51fd\u5f0f\u5eab\u3001\u65b0\u7684\u63d0\u793a\u5de5\u7a0b\u6280\u8853\u3001\u65b0\u7684\u5354\u8b70\uff0c\u5e7e\u4e4e\u90fd\u662f Python\u3002\u8981\u8ddf\u4e0a\u696d\u754c\u7684\u6240\u6709\u767c\u5c55\u78ba\u5be6\u5f88\u56f0\u96e3\uff0c\u4f3c\u4e4e\u7e3d\u6709\u65b0\u6771\u897f\u5728\u958b\u767c\u4e2d\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u7d42\uff0c\u4ed6\u5011\u7684\u7d50\u8ad6\u662f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u516c\u53f8\u5404\u500b\u5782\u76f4\u9818\u57df\u7684\u5718\u968a\u90fd\u5c0d\u4f7f\u7528\u751f\u6210\u5f0f AI \u6709\u660e\u986f\u8208\u8da3<\/li>\n\n\n\n<li>\u5c0d\u65bc\u751f\u6210\u5f0f AI \u7528 Java + Python \u6df7\u5408\u67b6\u69cb\u884c\u4e0d\u901a\uff0c\u592a\u9ebb\u7169\uff0c\u96e3\u4ee5\u7dad\u8b77<\/li>\n\n\n\n<li>\u7121\u8ad6\u5982\u4f55\u90fd\u5fc5\u9808\u4f7f\u7528 Python\uff0c\u624d\u80fd\u638c\u63e1\u6700\u65b0\u7684\u884c\u696d\u8da8\u52e2\u4e26\u5c07\u9019\u4e9b\u512a\u52e2\u5e36\u5165\u5167\u90e8<\/li>\n<\/ol>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6700\u5f8c\u4ed6\u5011\u505a\u4e86\u4e00\u500b\u5927\u81bd\u7684\u6c7a\u5b9a: GenAI \u61c9\u7528\u5168\u9762\u63a1\u7528 Python\uff0c\u5f9e\u63d0\u793a\u5de5\u7a0b\u3001\u61c9\u7528\u908f\u8f2f\u3001\u6a21\u578b\u8a55\u4f30\uff0c\u5230\u6574\u9ad4\u7cfb\u7d71\u5efa\u69cb\uff0c\u5168\u90fd\u8f49\u5411 Python\u3002\u7136\u5f8c\uff0c\u4ed6\u5011\u84cb\u4e86\u4e00\u500b\u5167\u90e8\u7528\u7684\u958b\u767c\u6846\u67b6\u7576\u4f5c\u9810\u8a2d\u9078\u9805\uff0c\u8b93\u5718\u968a\u4e0d\u7528\u81ea\u5df1\u731c\u6bcf\u4ef6\u4e8b\u8a72\u600e\u9ebc\u505a\u3002\u81f3\u65bc\u8de8\u8a9e\u8a00\u6e9d\u901a\u7684\u9700\u6c42\uff0c\u5247\u63a1\u7528\u4e86 gRPC \u505a\u70ba\u6a4b\u63a5\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162506224383971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\uddbc\ufe0f <a href=\"https:\/\/newsletter.pragmaticengineer.com\/p\/chatgpt-images\">Building, launching, and scaling ChatGPT Images<\/a><\/h3>\n\n\n\n<p>OpenAI \u5728\u4e00\u5834\u8a2a\u8ac7\u4e2d\uff0c\u5206\u4eab\u4e86\u4ed6\u5011\u8655\u7406 ChatGPT Images \u9019\u6ce2\u8d85\u9810\u671f\u6d41\u91cf(\u9996\u9031 100M \u65b0\u7528\u6236\u3001700M \u5f35\u5716\u7247) \u7684\u5de5\u7a0b\u7d93\u9a57\u3002<\/p>\n\n\n\n<p>\u6211\u7279\u5225\u6ce8\u610f\u4e00\u4e0b\u4ed6\u5011\u7684 tech stack \ud83d\udc40<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python: \u5927\u90e8\u5206\u7684\u7a0b\u5f0f\u78bc\u4f7f\u7528 Python<\/li>\n\n\n\n<li>FastAPI: \u6253\u9020 API \u7684 Python framework<\/li>\n\n\n\n<li>C \u8a9e\u8a00: \u90e8\u5206\u9700\u8981\u95dc\u9375\u6700\u4f73\u5316\u7684\u90e8\u5206<\/li>\n\n\n\n<li>Temporal: \u8655\u7406\u975e\u540c\u6b65\u4efb\u52d9\u7684 workflow \u6846\u67b6<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u9ad8\u5cf0\u671f\uff0c\u512a\u5148\u78ba\u4fdd\u53ef\u7528\u6027\uff0c\u800c\u975e\u6700\u4f4e\u5ef6\u9072\u3002\u5feb\u901f\u6539\u5beb\u70ba\u975e\u540c\u6b65\u67b6\u69cb\u3001\u52d5\u614b\u8abf\u6574\u8cc7\u6e90\u914d\u7f6e\uff0c\u6210\u529f\u6490\u904e\u9019\u6ce2\u5de8\u5927\u6d41\u91cf\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162475603403971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/www.signalfire.com\/blog\/signalfire-state-of-talent-report-2025\">\u4eba\u624d\u6d41\u5411 The SignalFire State of Talent Report &#8211; 2025<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u7531\u5275\u6295\u57fa\u91d1 SignalFire \u5728\u4e94\u6708\u767c\u8868\u7684 2025 AI \u4eba\u624d\u5831\u544a\uff0c\u8ffd\u8e64 Google DeepMind\u3001OpenAI\u3001Anthropic\u3001Meta\u3001\u5fae\u8edf\u7b49\u9802\u5c16 AI \u5be6\u9a57\u5ba4\u4e4b\u9593\u7684\u4eba\u624d\u6d41\u52d5\uff0c\u4ed6\u5011\u767c\u73fe\u5e7e\u500b\u73fe\u8c61:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u5728\u4eba\u624d\u7af6\u8cfd\u4e2d\u9818\u5148\uff0c\u7559\u4efb\u7387 80% \u6700\u9ad8\uff0c\u800c\u4e14\u5de5\u7a0b\u5e2b\u8df3\u69fd\u5230 Anthropic \u7684\u6a5f\u7387\uff0c\u9060\u9ad8\u65bc\u5f9e Anthropic \u8df3\u51fa\u7684\u6a5f\u7387\u3002\u5c24\u5176\u5c0d DeepMind \u8207 OpenAI \u7684\u9ad8\u968e\u7814\u7a76\u54e1\u6700\u5177\u5438\u5f15\u529b\uff0c\u5206\u5225\u51fa\u73fe 11 : 1 \u8207 8 : 1 \u7684\u6de8\u6d41\u5165\u3002<\/li>\n\n\n\n<li>Google DeepMind \u96d6\u7136\u6191\u85c9\u9ad8\u85aa\u8207\u9f90\u5927\u8a08\u7b97\u8cc7\u6e90\u4ecd\u4fdd\u6709\u5438\u5f15\u529b\uff0c\u7559\u4efb\u7387 78% \u4e5f\u50c5\u6b21\u65bc Anthropic\uff0c\u4f46\u5176 5.4% \u7684\u5916\u6d41\u7387\u537b\u662f\u6240\u6709\u516c\u53f8\u4e2d\u6700\u9ad8\uff0c\u8aaa\u660e\u7af6\u722d\u5c0d\u624b\u5c0d\u5176\u6316\u89d2\u76f8\u7576\u7a4d\u6975\u3002\u81f3\u65bc\u5916\u6d41\u7b2c\u4e8c\u540d\u662f Meta\uff0c\u7b2c\u4e09\u662f\u5fae\u8edf\u3002<\/li>\n\n\n\n<li>\u65b0\u9bae\u4eba\u62db\u8058\u5927\u5e45\u8870\u9000\u3002\u521d\u968e\u8077\u7f3a\u6b63\u5728\u5feb\u901f\u840e\u7e2e\uff0c\u5373\u4f7f\u662f\u4f86\u81ea\u9802\u5c16\u8cc7\u5de5\u7cfb\u7684\u7562\u696d\u751f\uff0c\u4e5f\u6108\u4f86\u6108\u96e3\u9032\u5165\u5927\u578b\u79d1\u6280\u516c\u53f8(\u6240\u8b02\u7684 MAG7)\u3002\u4e0d\u904e\u9019\u7bc7\u5831\u544a\u8a8d\u70ba\u539f\u56e0\u66f4\u70ba\u8907\u96dc\u3002AI \u7684\u78ba\u53d6\u4ee3\u4e86\u4e00\u4e9b\u4f8b\u884c\u6027\u4efb\u52d9\uff0c\u4f46\u66f4\u5927\u7684\u63a8\u52d5\u529b\uff0c\u5176\u5be6\u4f86\u81ea 2020\u20132022 \u5e74\u4f4e\u5229\u7387\u6240\u5e36\u4f86\u7684\u300c\u514d\u8cbb\u8cc7\u91d1\u72c2\u6f6e\u300d\u7684\u7d50\u675f\uff0c\u4f01\u696d\u9762\u81e8\u7e2e\u7de8\u8207\u8cc7\u6e90\u91cd\u5206\u914d\u7684\u58d3\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5831\u544a\u8a8d\u70ba\uff0cAnthropic \u7684\u79d8\u8a23\u4e0d\u53ea\u662f\u5728\u65bc\u85aa\u8cc7\u512a\u52e2\u4e0a\uff0c\u9084\u5728\u65bc\u4ed6\u5011\u6253\u9020\u51fa\u8b93\u7814\u7a76\u54e1\u89ba\u5f97\u6709\u300c\u81ea\u7531\u8207\u5f71\u97ff\u529b\u300d\u7684\u6587\u5316\uff0c\u751a\u81f3\u5de5\u7a0b\u5e2b\u5011\u662f\u56e0\u70ba\u559c\u6b61 Claude \u7684\u7522\u54c1\u9ad4\u9a57\u800c\u9078\u64c7\u52a0\u5165\uff0c\u516c\u53f8\u6587\u5316\u8207\u7522\u54c1\u5b9a\u4f4d\u5c0d\u4eba\u624d\u5438\u5f15\u529b\u4e5f\u662f\u4e00\u5927\u95dc\u9375\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162516169093971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udde3\ufe0f <a href=\"https:\/\/speechmap.ai\/#\/overview\">\u5be9\u67e5\u6e2c\u8a66 The Free Speech Dashboard for AI<\/a><\/h3>\n\n\n\n<p>\u770b\u5230\u4e00\u500b\u5f88\u6709\u610f\u601d\u7684\u7814\u7a76\u5c08\u6848 SpeechMap AI\uff0c\u65e8\u5728\u63a2\u7d22 AI \u5728\u4e0d\u540c\u4f9b\u61c9\u5546\u3001\u570b\u5bb6\u548c\u4e3b\u984c\u4e0b\uff0c\u5c0d\u654f\u611f\u548c\u5177\u722d\u8b70\u6027\u8a00\u8ad6\u7684\u53cd\u61c9 \ud83e\uddd0<br>\u5927\u591a\u6578 AI \u57fa\u6e96\u6e2c\u8a66\u8a55\u4f30\u6a21\u578b\u80fd\u505a\u4ec0\u9ebc\uff0c\u9019\u500b\u5c08\u6848\u7814\u7a76\u65bc\u5b83\u5011\u4e0d\u9858\u505a\u7684\uff0c\u5b83\u5011\u907f\u514d\u3001\u62d2\u7d55\u6216\u95dc\u9589\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<p>\u6839\u64da\u9019\u5c08\u6848\u7684\u554f\u984c\u96c6: \u591a\u5bb6\u6a21\u578b\u7684\u9806\u5f9e\u7387(compliance rate) \u843d\u5728 55%\u201375% \u5340\u9593\uff0c\u4e5f\u5c31\u662f\u6709 25%\u201345% \u4e0d\u9806\u5f9e\u7387\uff08\u62d2\u7b54\u6216\u6a21\u7cca\u9583\u907f\uff09\u3002\u9806\u5f9e\u7387 % \u6108\u9ad8\uff0c\u4ee3\u8868 AI \u6a21\u578b\u5728\u56de\u61c9\u6642\u7684\u9650\u5236\u6108\u5c11\uff0c\u4e5f\u5c31\u662f\u8d8a\u958b\u653e\u6108\u4e0d\u8a2d\u9650\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u767c\u73fe:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>xAI \u7684 Grok \u6a21\u578b\uff0c\u6b63\u5982 Elon Musk \u6240\u8072\u7a31\u7684\uff0c\u662f\u6574\u9ad4\u4e0a\u6700\u5bec\u9b06\u7684\u6a21\u578b\uff0c\u5c0d\u6211\u5011 96.2% \u7684\u63d0\u793a\u90fd\u6709\u56de\u61c9\uff0c\u800c\u5168\u7403\u5e73\u5747\u70ba 71.3%<\/li>\n\n\n\n<li>Mistral \u662f\u76ee\u524d\u50c5\u6b21\u65bc xAI \u7684\u6700\u5bec\u9b06\u63d0\u4f9b\u8005\uff0c\u5176\u4e2d mistral-medium-3 \u7684\u9806\u5f9e\u7387\u9054\u5230 93.5%<\/li>\n\n\n\n<li>Anthropic \u7684 Claude \u7cfb\u5217\u662f\u76ee\u524d\u6700\u4fdd\u5b88\u7684\u6a21\u578b\uff0c\u62d2\u7b54\u7387\u6700\u9ad8\u7684\u524d\u4e09\u540d\u6a21\u578b\u5168\u90e8\u4f86\u81ea Anthropic\u3002\u4f8b\u5982 Sonnet-4-thinking \u7684\u9806\u5f9e\u7387\u53ea\u6709 38.7%\u3002<\/li>\n\n\n\n<li>OpenAI \u6a21\u578b\u7684\u8da8\u52e2\u662f\u8d8a\u4f86\u8d8a\u4fdd\u5b88\uff0c\u65b0\u7684\u6a21\u578b\u8f03\u5e38\u62d2\u7d55\u8655\u7406\u654f\u611f\u653f\u6cbb\u8b70\u984c\uff0co3 \u9806\u5f9e\u7387\u662f 60.4%<\/li>\n\n\n\n<li>\u8a17\u7ba1\u5728 Azure \u4e0a\u7684\u6a21\u578b\u5247\u984d\u5916\u5957\u4e86\u4e00\u5c64\u7121\u6cd5\u5b8c\u5168\u95dc\u9589\u7684 API \u5be9\u67e5\uff0c\u5c0e\u81f4\u8fd1 60% \u7684\u63d0\u793a\u906d\u5230\u6514\u622a<\/li>\n\n\n\n<li>Gemini 2.5 Pro (preview-06-05) \u5927\u5e45\u63d0\u5347\u81f3 89.1%\uff0c\u5247\u5c55\u73fe\u53cd\u5411\u8da8\u52e2\u8b8a\u958b\u653e\uff0c\u662f\u76ee\u524d Google \u6a21\u578b\u4e2d\u6700\u9ad8<\/li>\n\n\n\n<li>DeepSeek R1 0528 \u9806\u5f9e\u7387\u76f8\u6bd4\u524d\u4e00\u500b\u7248\u672c 79.2% \u5927\u5e45\u4e0b\u964d\u81f3 62.8%<\/li>\n\n\n\n<li>\u5177\u5099\u63a8\u7406\u80fd\u529b\u7684\u6a21\u578b\uff0c\u5728\u958b\u555f\u63a8\u7406\u529f\u80fd\u5f8c\u666e\u904d\u66f4\u5bb9\u6613\u51fa\u73fe\u62d2\u7d55\u6216\u5be9\u67e5\u884c\u70ba<\/li>\n<\/ul>\n\n\n\n<p>\u654f\u611f\u8a71\u984c\u7bc4\u4f8b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6e2c\u8a66\u6a21\u578b\u53bb\u652f\u6301\u50b3\u7d71\u6027\u5225\u89d2\u8272 (61% \u53ef\u4ee5\u9806\u5f9e)\uff0c\u53bb\u652f\u6301\u985b\u5012\u6027\u5225\u89d2\u8272(92.6%)<\/li>\n\n\n\n<li>\u6e2c\u8a66\u6a21\u578b\u53bb\u7981\u6b62\u4ee5\u4e0b\u5b97\u6559: \u7336\u592a\u6559 10.5% &lt; \u5370\u5ea6\u6559 16.1% &lt; \u4f0a\u65af\u862d 18.5% &lt; \u57fa\u7763\u5b97\u6559 27.4% &lt; \u4f5b\u6559 37.1% &lt; \u6492\u65e6\u6559 51.6% &lt; \u5deb\u8853 68.5%<\/li>\n\n\n\n<li>\u6e2c\u8a66\u6a21\u578b\u56e0 CBRN \u98a8\u96aa\u53bb\u7981\u6b62 AI (92%)\uff0c\u8981\u6c42\u6a21\u578b\u547c\u7c72\u5168\u9762\u6467\u6bc0 AI (75% \u53ef\u4ee5\u9806\u5f9e)<\/li>\n<\/ul>\n\n\n\n<p>\u81f3\u65bc\u4e2d\u570b\u7684\u958b\u653e\u6b0a\u91cd\u6a21\u578b\uff0c\u9019\u500b\u5c08\u6848\u6709\u7814\u7a76 DeepSeek \u548c Qwen3\uff0c\u767c\u73fe\u5728\u8a31\u591a\u53ef\u80fd\u6d89\u53ca\u654f\u611f\u8a71\u984c\uff0c\u5c24\u5176\u662f\u8207\u897f\u65b9\u7528\u6236\u76f8\u95dc\u7684\u8b70\u984c\uff0c\u901a\u5e38\u4e26\u672a\u9032\u884c\u5be9\u67e5\u3002<\/p>\n\n\n\n<p>\u7279\u5225\u662f\u7f8e\u570b\u653f\u6cbb\u8a00\u8ad6\u65b9\u9762\uff0cDeepSeek \u548c Qwen3 \u660e\u986f\u6bd4\u5927\u591a\u6578\u7f8e\u570b\u5be6\u9a57\u5ba4\u91cb\u51fa\u7684\u6a21\u578b\u66f4\u70ba\u5bec\u5bb9\u3002\u56e0\u6b64\u5c31\u9019\u500b\u5c08\u6848\u7684\u8cc7\u6599\u96c6\u4f86\u8aaa\uff0c\u9019\u5169\u6b3e\u6a21\u578b\u7684\u958b\u653e\u5ea6\u662f\u9ad8\u65bc\u5e73\u5747\u7684\u3002<\/p>\n\n\n\n<p>\u4f46\u8ac7\u5230\u4e2d\u570b\u653f\u6cbb\u8a71\u984c\u6642\uff0c\u5247\u666e\u904d\u6703\u9032\u884c\u5be9\u67e5\uff0c\u7279\u5225\u662f\u5728\u4e2d\u6587\u63d0\u554f\u6642\u6700\u70ba\u56b4\u683c\uff0c\u82f1\u6587\u8207\u90e8\u5206\u60c5\u5883\u4e0b\u7684\u82ac\u862d\u8a9e\u4e5f\u6703\u53d7\u5230\u5f71\u97ff\uff0c\u4f46\u7a0b\u5ea6\u4e0d\u4e00\u3002<\/p>\n\n\n\n<p>\u6240\u5e78\u9019\u5169\u6b3e\u6a21\u578b\u6709\u9ad8\u5ea6\u958b\u653e\u7684\u6388\u6b0a\u689d\u6b3e\uff0c\u5141\u8a31\u793e\u7fa4\u9032\u884c\u5fae\u8abf\uff0c\u76ee\u524d\u5728\u82f1\u6587\u65b9\u9762\u5df2\u6709\u6210\u679c\uff0c\u4f8b\u5982 Perplexity R1-1776 \u6216 Microsoft MAI-DS-R1-FP8 \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u76f8\u95dc\u9023\u7d50:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c08\u6848\u7db2\u7ad9: <a href=\"https:\/\/speechmap.ai\/#\/overview\" class=\"autohyperlink\">speechmap.ai\/#\/overview<\/a><\/li>\n\n\n\n<li>\u6e2c\u8a66\u4e0d\u540c\u6a21\u578b\u53bb\u6279\u8a55\u4e0d\u540c\u653f\u5e9c\u7684\u5be6\u9a57: <a href=\"https:\/\/github.com\/xlr8harder\/llm-compliance\" class=\"autohyperlink\">github.com\/xlr8harder\/llm-compliance<\/a><\/li>\n\n\n\n<li>\u5c08\u6848\u90e8\u843d\u683c: <a href=\"https:\/\/speechmap.substack.com\/\" class=\"autohyperlink\">speechmap.substack.com\/<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162515440128971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcb8 <a href=\"https:\/\/www.growthunhinged.com\/p\/ai-agent-pricing-framework\">\u7522\u54c1\u5b9a\u50f9 A new framework for AI agent pricing<\/a><\/h3>\n\n\n\n<p>\u505a AI Agent \u7522\u54c1\u8981\u5982\u4f55\u5b9a\u50f9? \u770b\u5230\u9019\u7bc7\u6587\u7ae0\u5206\u6790\u4e86 60 \u591a\u5bb6 AI Agent \u516c\u53f8\uff0c\u6574\u7406\u51fa\u56db\u7a2e\u6a21\u5f0f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f9d Agent \u8a08\u50f9 (Per Agent) \u5168\u8077\u66ff\u4ee3\u6a21\u578b\uff0c\u5c07 Agent \u8996\u70ba\u6578\u4f4d\u54e1\u5de5\u6309\u6708\u56fa\u5b9a\u50f9\u683c\u6536\u8cbb<\/li>\n\n\n\n<li>\u4f9d\u884c\u52d5\u8a08\u50f9 (Per Action) \u4f7f\u7528\u91cf\u6a21\u578b\uff0c\u6bcf\u57f7\u884c\u4e00\u6b21\u52d5\u4f5c\u6216\u547c\u53eb\u6536\u8cbb<\/li>\n\n\n\n<li>\u4f9d\u5de5\u4f5c\u6d41\u7a0b\u8a08\u50f9 (Per Workflow) \u81ea\u52d5\u5316\u6d41\u7a0b\u6a21\u578b\uff0c\u91dd\u5c0d\u6574\u689d\u6a19\u6e96\u5316\u6d41\u7a0b\u6536\u8cbb<\/li>\n\n\n\n<li>\u4f9d\u6210\u679c\u8a08\u50f9 (Per Outcome) \u6210\u679c\u5c0e\u5411\u6a21\u578b\uff0c\u8207\u53ef\u8861\u91cf\u5546\u696d\u6210\u679c\u7d81\u5b9a\u6536\u8cbb<\/li>\n<\/ol>\n\n\n\n<p>\u5206\u6790\u5982\u4e0b:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6210\u679c\u5c0e\u5411(Per Outcome) \u662f\u6700\u7d42\u738b\u9053\uff1a\u50f9\u503c\u8207\u5831\u916c\u4e00\u81f4\uff0c\u98a8\u96aa\u4f4e\u5229\u6f64\u9ad8\uff0c\u4f46\u524d\u63d0\u662f\u4f60\u80fd\u5efa\u7acb\u6709\u6548\u7684\u7e3e\u6548\u6307\u6a19\u8207\u6b78\u56e0\u6a5f\u5236<\/li>\n\n\n\n<li>\u6d41\u7a0b\u5c0e\u5411(Per Workflow) \u662f\u6b21\u4f73\u9078\u64c7\uff1a\u9069\u5408\u4e2d\u968e\u8907\u96dc\u5ea6\u7684\u61c9\u7528\uff0c\u50f9\u683c\u5f48\u6027\u9ad8\u3002\u4f46\u6d41\u7a0b\u82e5\u592a\u7c21\u55ae\u6a19\u6e96\uff0c\u5247\u4e5f\u6703\u88ab\u4f4e\u50f9\u7af6\u722d<\/li>\n\n\n\n<li>Agent \u8a08\u50f9 (Per Agent) \u53ef\u5f9e &#8220;\u4eba\u4e8b\u9810\u7b97&#8221; \u5207\u5165\uff0c\u9019\u985e\u9810\u7b97\u901a\u5e38\u6bd4 IT \u9810\u7b97\u5927\u5341\u500d\u4ee5\u4e0a\u3002\u9069\u5408\u8077\u8cac\u660e\u78ba\uff0c\u5de5\u4f5c\u91cf\u7a69\u5b9a\u53ef\u9810\u671f\u7684\u61c9\u7528\u5834\u666f<\/li>\n\n\n\n<li>\u6700\u4e0d\u5efa\u8b70 \u4f7f\u7528\u91cf\u5c0e\u5411(Per Action): \u96d6\u7136\u900f\u660e\u597d\u7406\u89e3\uff0c\u4f46\u6700\u5bb9\u6613\u9677\u5165\u50f9\u683c\u7af6\u722d\uff0c\u61c9\u76e1\u5feb\u63db\u6210\u5176\u4ed6\u5b9a\u50f9\u65b9\u5f0f<\/li>\n<\/ol>\n\n\n\n<p>\u8a72\u5982\u4f55\u9078?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u53ef\u4ee5\u76f4\u63a5\u91cf\u5316 &#8220;\u696d\u7e3e\u6210\u679c&#8221;\uff0c\u9078 \u6210\u679c\u5c0e\u5411(Per Outcome)<\/li>\n\n\n\n<li>\u5982\u679c\u4e0d\u5bb9\u6613\u91cf\u5316\uff0c\u9078 Per Workflow \u6216 Per Agent \u8a08\u50f9<\/li>\n<\/ul>\n\n\n\n<p>\u53e6\u4e00\u500b\u5207\u5165\u9ede\u662f \u5ba2\u6236\u9810\u7b97\u4f86\u81ea\u54ea\u88e1\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u4f86\u81ea\u4eba\u4e8b\u9810\u7b97(Headcount) \u2192 \u53ef\u7528 Agent \u8a08\u50f9 \u597d\u5207\u5165<\/li>\n\n\n\n<li>\u5982\u679c\u662f \u5c08\u6848\/\u71df\u6536\u6210\u9577\u9810\u7b97 \u2192 \u512a\u5148\u63a1\u7528 \u6210\u679c\u5c0e\u5411(Per Outcome)<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162516753983971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd10 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/reasoning?api-mode=responses\">\u4e09\u5bb6\u9802\u5c16 LLM \u90fd\u4e0d\u8b93\u4f60\u770b\u5b8c\u6574\u63a8\u7406\u904e\u7a0b\u4e86<\/a><\/h3>\n\n\n\n<p>\u4e09\u5bb6\u9802\u5c16 LLM \u6a21\u578b\u90fd\u4e0d\u8b93\u4f60\u770b\u5b8c\u6574\u539f\u59cb\u7684 reasoning tokens \u63a8\u7406\u904e\u7a0b\u5566 \ud83d\ude05<\/p>\n\n\n\n<p>\u770b\u4e86\u6700\u65b0\u7684 Claude 4 \u548c Gemini 2.5 \u7684 API \u6587\u4ef6\u5f8c\uff0c\u767c\u73fe\u4e0d\u53ea OpenAI\uff0c\u9023 Google \u8ddf Anthropic \u90fd\u4e0d\u7d66\u4f60\u770b\u5b8c\u6574\u7684\u63a8\u7406\u904e\u7a0b\u4e86\uff0c\u53ea\u7d66\u4f60\u63a8\u7406\u6458\u8981\u3002<\/p>\n\n\n\n<p>\u7576\u521d OpenAI \u9019\u6a23\u641e\uff0c\u88ab\u5927\u5bb6\u9178\u7206\u3002\u73fe\u5728 Google\u3001Anthropic \u5168\u90fd\u8d70\u4e00\u6a23\u7684\u5b89\u5168\u505a\u6cd5\uff0c\u4f86\u4fdd\u8b77\u81ea\u5bb6\u5546\u696d\u6a5f\u5bc6\u4e86\u3002<\/p>\n\n\n\n<p>\u4e0d\u904e\uff0c\u96b1\u85cf\u63a8\u7406\u904e\u7a0b\uff0c\u6703\u5c0e\u81f4\u505a\u9023\u7e8c\u5c0d\u8a71\u547c\u53eb\u6642\uff0c\u6211\u5011\u6703\u7121\u6cd5\u5f97\u77e5\u4e4b\u524d\u63a8\u7406\u904e\u7a0b\u7684\u7a98\u5883\u3002\u4e00\u822c\u5c0d\u8a71\u4e5f\u8a31\u4e1f\u68c4\u6c92\u95dc\u4fc2\uff0c\u4f46\u662f\u5728 function calling \u7684\u5834\u666f\uff0c\u883b\u9700\u8981\u77e5\u9053\u7576\u521d\u70ba\u4ec0\u9ebc\u9078\u9019\u500b\u5de5\u5177\u7684\u8a08\u756b\u3002\u70ba\u6b64\uff0c\u5728\u4e0a\u4e00\u6b21 OpenAI \u767c\u5e03\u7684 API \u65b0\u529f\u80fd\u4e2d\uff0c\u5c31\u6709\u4e00\u9805\u662f Encrypted reasoning items: \u5c31\u662f API \u6703\u7d66\u4f60\u52a0\u5bc6\u4e4b\u5f8c\u7684 reasoning tokens\uff0c\u4f60\u7121\u6cd5\u89e3\u5bc6\u770b\u61c2\uff0c\u4f46\u4f60\u53ef\u4ee5\u50b3\u56de\u53bb\u6a21\u578b\u4f7f\u7528\uff0c\u53ea\u6709 OpenAI \u80fd\u89e3\u5bc6\uff0c\u771f\u662f\u9ad8\u7d1a\u7684 workaround \u4f5c\u6cd5\u554a \ud83d\ude06<br>\u7136\u5f8c\u767c\u73fe Anthropic \u7684 Claude 4 \u4e5f\u662f\u4e00\u6a21\u4e00\u6a23\u7684\u505a\u6cd5\uff0c\u6703\u4f7f\u7528 signature \u4f86\u52a0\u5bc6\u63a8\u7406\u5167\u5bb9\uff0c\u4e26\u5efa\u8b70\u4f60\u5728\u642d\u914d\u5de5\u5177\u6642\u4f7f\u7528\u3002Gemini \u5247\u9084\u6c92\u6709\u9019\u500b\u529f\u80fd\uff0c\u4f46\u61c9\u8a72\u5f88\u5feb\u4e5f\u6703\u7167\u6284\u9019\u500b\u505a\u6cd5\u5427\u3002<\/p>\n\n\n\n<p>\u8a73\u7d30\u8acb\u770b\u5404\u5bb6\u7684 Thinking \u6587\u4ef6:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Claude \u6587\u4ef6: <a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/extended-thinking\" class=\"autohyperlink\">docs.anthropic.com\/en\/docs\/build-with-claude\/extended-thinking<\/a><\/li>\n\n\n\n<li>Gemini \u6587\u4ef6: <a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/thinking\" class=\"autohyperlink\">ai.google.dev\/gemini-api\/docs\/thinking<\/a><\/li>\n\n\n\n<li>OpenAI \u6587\u4ef6: <a href=\"https:\/\/platform.openai.com\/docs\/guides\/reasoning?api-mode=responses\" class=\"autohyperlink\">platform.openai.com\/docs\/guides\/reasoning?api-mode=responses<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162484210838971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 <a href=\"https:\/\/ihower.tw\/blog\/archives\/12776\">Multi-Agent \u6216 Single-Agent \u67b6\u69cb\u8a0e\u8ad6<\/a><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/06\/Xnip2025-06-20_02-47-45.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4f86\u4e00\u6b21\u8b1b\u4e09\u7bc7 multi-agents \u67b6\u69cb\u6587\u7ae0 + PoC \u5be6\u4f5c\u7d93\u9a57\u5206\u4eab: \u8fd1\u671f\u6709\u5169\u5bb6\u77e5\u540d AI \u516c\u53f8\u5e7e\u4e4e\u540c\u6642\u767c\u8868\u4e86\u95dc\u65bc multi-agent \u7cfb\u7d71\u7684\u6587\u7ae0\uff0c\u4f46\u89c0\u9ede\u4e4d\u770b\u4e4b\u4e0b\u5b8c\u5168\u76f8\u53cd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u8aaa \u201c<a href=\"https:\/\/www.anthropic.com\/engineering\/built-multi-agent-research-system\">How we built our multi-agent research system<\/a>\u201d \u6211\u5011\u5982\u4f55\u5efa\u69cb\u591a\u4ee3\u7406\u4eba\u7814\u7a76\u7cfb\u7d71<\/li>\n\n\n\n<li>Cognition \u8aaa \u201c<a href=\"https:\/\/cognition.ai\/blog\/dont-build-multi-agents\">Don\u2019t Build Multi-Agents<\/a>\u201d \u4e0d\u8981\u84cb\u591a\u4ee3\u7406\u4eba\u7cfb\u7d71<\/li>\n\n\n\n<li>LangChain \u5247\u505a\u4e86\u4e00\u500b <a href=\"https:\/\/blog.langchain.com\/benchmarking-multi-agent-architectures\/\">Benchmarking Multi-Agent Architectures<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u9019\u7bc7\u5168\u6587\u6bd4\u8f03\u9577\u4e5f\u6bd4\u8f03\u9032\u968e\uff0c\u8acb\u524d\u5f80\u6211\u7684\u90e8\u843d\u683c\u6587\u7ae0: <a href=\"https:\/\/ihower.tw\/blog\/archives\/12776\">Multi-Agent \u6216 Single-Agent \u67b6\u69cb\u8a0e\u8ad6<\/a><\/p>\n\n\n\n<p>\u66f4\u591a\u8a0e\u8ad6\u5728\u6211 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162524444408971\">Facebook \u8cbc\u6587<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5e0c\u671b\u4f60\u559c\u6b61\u9019\u96c6\u5167\u5bb9\uff01\u5982\u679c\u4f60\u60f3\u66f4\u6709\u7cfb\u7d71\u5730\u638c\u63e1\u9019\u4e9b LLM \u958b\u767c\u6280\u8853\uff0c\u6b61\u8fce\u5831\u540d\u6211\u7684<a href=\"https:\/\/aihao.tw\/llm\">\u5927\u8a9e\u8a00\u6a21\u578b LLM \u61c9\u7528\u958b\u767c\u5de5\u4f5c\u574a(2025\u5347\u7d1a\u7248)<\/a> \u8ab2\u7a0b\u3002\u4e5f\u6b61\u8fce\u628a\u9019\u9580\u8ab2\u63a8\u85a6\u7d66\u5c0d LLM \u61c9\u7528\u958b\u767c\u6709\u8208\u8da3\u7684\u670b\u53cb\uff01<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u6211\u4e5f\u722d\u53d6\u5230 \u300a\u674e\u6155\u7d04 365 AI \u8a02\u95b1\u5236\u5ea6\u300b \u5c08\u5c6c\u6298\u6263\u78bc\uff0c\u5c08\u5c6c $250 \u6298\u6263\u78bc\uff1aIHOWER\uff0c\u5c08\u5c6c\u9023\u7d50\u662f <a href=\"https:\/\/pse.is\/7rcmc8\">pse.is\/7rcmc8<\/a><\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u9019\u4e00\u671f\u96fb\u5b50\u5831\u7684\u5167\u5bb9\u975e\u5e38\u591a\u5143\u8c50\u5bcc\uff0c\u5e0c\u671b\u5927\u5bb6\u6703\u559c\u6b61 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12798-aie-cluade-code\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u9802\u7d1a AI \u516c\u53f8\u7684 Prompting \u79d8\u8a23\u548c Claude Code \u6b63\u592f #28\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-12798","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3kq","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12798","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=12798"}],"version-history":[{"count":6,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12798\/revisions"}],"predecessor-version":[{"id":12940,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12798\/revisions\/12940"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}