{"id":12690,"date":"2025-04-16T17:56:39","date_gmt":"2025-04-16T09:56:39","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12690"},"modified":"2025-07-04T07:36:34","modified_gmt":"2025-07-03T23:36:34","slug":"aie-ai-engineer-summit","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12690-aie-ai-engineer-summit","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u7d10\u7d04 AI Engineer Summit \u7279\u8f2f #26"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2023\/12\/image.png\" alt=\"\"\/><\/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\u8ddf\u5927\u5bb6\u5206\u4eab\u4e8c\u6708\u5e95\u5728\u7d10\u7d04\u8209\u8fa6\u7684 <a href=\"https:\/\/www.ai.engineer\/summit\/2025\">AI Engineer Summit<\/a>\u3002\u9019\u5927\u6703\u7684\u5b9a\u4f4d\u5c31\u662f\u91dd\u5c0d AI \u8edf\u9ad4\u5de5\u7a0b\u5e2b\uff0c\u4eca\u5e74\u7684\u5927\u4e3b\u984c\u5c31\u662f\u6700\u592f\u7684 Agents \u5de5\u7a0b\u3002<\/p>\n\n\n\n<p>\u4e3b\u8fa6\u55ae\u4f4d\u5df2\u7d93\u91cb\u51fa\u5168\u90e8\u9304\u5f71\u5728 <a href=\"https:\/\/www.youtube.com\/@aiDotEngineer\">Youtube<\/a> \u4e0a\u4e86\uff0c\u7e3d\u5171\u6709\u516d\u5341\u591a\u5834\u6f14\u8b1b\u6211\u90fd\u6d88\u5316\u4e86\uff0c\u4ee5\u4e0b\u7cbe\u9078\u4e86\u6211\u6700\u6709\u6536\u7a6b\u7684 16 \u5834\u5206\u4eab\u7d66\u5927\u5bb6\u3002<\/p>\n\n\n\n<p>\u56e0\u70ba\u5168\u653e\u5167\u5bb9\u6703\u592a\u591a\uff0c\u4ee5\u4e0b\u53ea\u6709\u6211\u7c21\u55ae\u7684\u4ecb\u7d39\u3002\u6709\u8208\u8da3\u7684\u53ef\u4ee5\u9ede\u4e0b\u53bb\u770b\u6211\u7528 AI \u6574\u7406\u5f8c\u7684\u4e2d\u7b49\u9577\u5ea6\u6458\u8981\u3002\u5982\u679c\u89ba\u5f97\u4e0d\u5920\uff0cFacebook \u7559\u8a00\u4e2d\u88e1\u9762\u6709\u653e\u5b8c\u6574\u7248\u9010\u5b57\u7a3f\u8ddf\u622a\u5716\u7684\u9023\u7d50\uff0c\u7db2\u9801\u6211\u4e5f\u6709\u653e\u4e00\u9375 Copy \u5168\u90e8\u9010\u5b57\u7a3f\uff0c\u65b9\u4fbf\u8b93\u4f60\u8cbc\u53bb AI \u81ea\u5df1\u554f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162225823838971\">Anthropic \u8b1b Agents: Anthropic for VPs of AI<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u4ecb\u7d39\u4e86 Anthropic \u548c Intercom \u6848\u4f8b\uff0c\u4ee5\u53ca\u5206\u4eab\u4e86 AI \u61c9\u7528\u958b\u767c\u7684\u6700\u4f73\u5be6\u8e10\u8207\u5e38\u898b\u932f\u8aa4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162225647268971\">OpenAI \u8b1b Agents: OpenAI for VP&#8217;s of AI + Advice for Building Agents<\/a><\/h3>\n\n\n\n<p>OpenAI \u5982\u4f55\u505a\u4f01\u696d\u5c0e\u5165\uff0cAgent \u7684\u5b9a\u7fa9\u548c\u56db\u500b\u95dc\u9375\u5efa\u8b70\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162241069473971\">\u958b\u767c Agents \u7684\u4e09\u7a2e\u6311\u6230: Why people think &#8220;agent&#8221; is a buzzword but it isn&#8217;t<\/a><\/h3>\n\n\n\n<p>\u8ac7\u958b\u767c Agent \u8981\u9762\u81e8\u7684\u6311\u6230\uff0c\u4ee5\u53ca\u5efa\u8b70\u7684\u89e3\u6c7a\u65b9\u5f0f\u3002\u5305\u62ec\u4ee5\u4e0b\u4e09\u7a2e\u6311\u6230:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Agent \u96a8\u8457\u4efb\u52d9\u8907\u96dc\u5ea6\u589e\u52a0\uff0c\u5931\u6557\u7387\u4e5f\u6703\u589e\u52a0: \u7576\u524d Agent \u5f88\u5c11\u80fd\u53ef\u9760\u89e3\u6c7a\u8d85\u904e 5 \u6b65\u7684\u4efb\u52d9\uff0c\u5927\u591a\u6578\u6a21\u578b\u6700\u591a\u53ef\u89e3\u6c7a 5 \u6b65\u4efb\u52d9\uff0c10 \u6b65\u5f8c\u57fa\u672c\u90fd\u5931\u6557<\/li>\n\n\n\n<li>\u5de5\u5177\u4f7f\u7528\u7684\u6311\u6230\uff0c\u9700\u8981\u8655\u7406\u81ea\u7136\u8a9e\u8a00\u5230 API \u7684\u8f49\u63db: \u81ea\u7136\u8a9e\u8a00\u7684\u6b67\u7fa9\u3001\u7cdf\u7cd5\u7684 API \u8aaa\u660e\u6587\u4ef6<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406\u554f\u984c: planning \u80fd\u529b\u597d\u7684\u6a21\u578b\u8207 long-context \u8655\u7406\u80fd\u529b\u597d\u7684\u6a21\u578b\u5f80\u5f80\u4e0d\u540c: \u898f\u5283\u662f\u8f38\u51fa\u5bc6\u96c6\u578b\u3001\u9577\u4e0a\u4e0b\u6587\u662f\u8f38\u5165\u5bc6\u96c6\u578b<\/li>\n<\/ol>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">4. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162252353218971\">Agents \u958b\u767c\u7684\u95dc\u9375\u601d\u8003: How We Build Effective Agents &#8211; Barry Zhang of Anthropic<\/a><\/h3>\n\n\n\n<p>\u8eab\u70ba AI \u5de5\u7a0b\u5e2b\uff0c\u4e86\u89e3\u4ec0\u9ebc\u6642\u5019\u9069\u5408 Workflow\uff0c\u4ec0\u9ebc\u6642\u5019\u9069\u5408\u7528 Agent \u4f86\u958b\u767c\u61c9\u7528\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u9019\u5834\u5206\u4eab\u662f\u57fa\u65bc\u4ed6\u5011\u53bb\u5e74\u5e95\u5beb\u7684\u4e00\u7bc7\u975e\u5e38\u6709\u540d\u7684\u6587\u7ae0: <a href=\"https:\/\/www.anthropic.com\/engineering\/building-effective-agents\">Building effective agents<\/a> (\u5fc5\u8b80)\u3002<\/p>\n\n\n\n<p>\u8b1b\u8005\u63d0\u51fa\u4e86\u4e00\u500b\u5f88\u6709\u8da3\u7684\u601d\u8003\u7df4\u7fd2: \u60f3\u8c61\u81ea\u5df1\u662f Computer Use \u7684 Agent\uff1a\u4f60\u53ea\u80fd\u770b\u5230\u975c\u614b\u622a\u5716\u548c\u7c21\u55ae\u63cf\u8ff0\u3002\u7121\u8ad6\u591a\u5c11\u601d\u8003\u548c\u63a8\u7406\uff0c\u53ea\u6709\u5de5\u5177\u6703\u5f71\u97ff\u74b0\u5883\u3002\u5617\u8a66\u9ede\u64ca\u6642\uff0c\u4f60\u770b\u4e0d\u5230\u767c\u751f\u4e86\u4ec0\u9ebc\u3002\u7576\u63a8\u7406\u548c\u5de5\u5177\u57f7\u884c\u6642\uff0c\u76f8\u7576\u65bc\u9589\u773c 3-5 \u79d2\u5728\u9ed1\u6697\u4e2d\u4f7f\u7528\u96fb\u8166\u3002\u775c\u773c\u5f8c\u770b\u5230\u53e6\u4e00\u622a\u5716\uff0c\u4e0d\u77e5\u9053\u525b\u624d\u7684\u64cd\u4f5c\u662f\u5426\u6709\u6548\u2026\u2026 \u9019\u7a2e\u9ad4\u9a57\u80fd\u8b93\u4f60\u7406\u89e3 Agent \u7684\u9700\u6c42\u548c\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u6f14\u8b1b\u6700\u5f8c\u63d0\u51fa\u7684\u4e09\u500b\u958b\u653e\u554f\u984c\u4e5f\u503c\u5f97\u6df1\u601d:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5982\u4f55\u5728\u8a2d\u8a08 Agent \u6642\u5408\u7406\u8003\u616e\u57f7\u884c\u9810\u7b97\u554f\u984c\uff1f<\/li>\n\n\n\n<li>\u5982\u4f55\u8b93 Agents \u80fd\u5920\u81ea\u5df1\u8a2d\u8a08\u548c\u6539\u9032\u4f7f\u7528\u5de5\u5177\u7684\u65b9\u5f0f\uff1f\u4f8b\u5982\u5b89\u88dd\u904e\u591a MCP tools \u5c0d\u6027\u80fd\u6703\u6709\u986f\u8457\u8ca0\u9762\u5f71\u97ff\u5594<\/li>\n\n\n\n<li>Multi-Agents \u7684\u6e9d\u901a\u6a21\u5f0f\uff1a\u6b63\u5982\u6211\u5728\u96fb\u5b50\u5831\u4e2d\u5206\u4eab\u904e\u7684\uff0c\u67b6\u69cb\u8d8a\u8907\u96dc\u5f80\u5f80\u5c0e\u81f4\u66f4\u591a\u7684\u5931\u6557\u6a21\u5f0f\uff0c\u76ee\u524d\u5df2\u767c\u5c55\u7684\u591a\u4ee3\u7406\u4eba\u5354\u4f5c\u8a2d\u8a08\u4e0d\u6703\u6bd4\u8f03\u53b2\u5bb3<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162226112198971\">\u77e5\u8b58\u7af6\u8cfd\u7bc0\u76ee: Frontier Feud<\/a><\/h3>\n\n\n\n<p>\u4ee5\u96fb\u8996\u7bc0\u76ee\u300cFamily Feud\u300d\u7684\u5f62\u5f0f\uff0c\u9032\u884c\u4e86\u4e00\u5834\u7cbe\u5f69\u7684AI\u884c\u696d\u77e5\u8b58\u7af6\u8cfd\u3002\u6d3b\u52d5\u57fa\u65bc\u5c0d100\u4f4dAI\u5de5\u7a0b\u5e2b\u7684\u8abf\u67e5\u7d50\u679c\uff0c\u53c3\u8cfd\u8005\u9700\u8981\u731c\u6e2c\u9019\u4e9b\u8abf\u67e5\u554f\u984c\u7684\u6700\u71b1\u9580\u7b54\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162226178793971\">\u5931\u6557\u7684 AI \u7b56\u7565: How To Build an AI Strategy That Fails<\/a><\/h3>\n\n\n\n<p>\u9019\u5834 Hamel Husain &amp; Greg Ceccarelli \u7684\u984c\u76ee\u662f\u6253\u9020\u5931\u6557\u7684AI\u7b56\u7565\uff0c\u807d\u8d77\u4f86\u5c31\u5f88\u597d\u7b11\uff0c\u5167\u5bb9\u4e5f\u7684\u78ba\u72e0\u8fa3 \ud83e\udd23<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162233334703971\">\u6df1\u5ea6\u7814\u7a76: Gemini Deep Research<\/a><\/h3>\n\n\n\n<p>\u8a71\u8aaa Deep Research \u662f\u6211\u5f88\u611f\u8208\u8da3\u7684\u4e3b\u984c\uff0c\u6211\u8a8d\u70ba\u9019\u662f RAG \u6280\u8853\u767c\u63ee\u5a01\u529b\u7684 killer app \u5f62\u5f0f\u3002\u9019\u4e00\u5834\u662f\u7531 Google \u7522\u54c1\u7d93\u7406\u5206\u4eab\u95dc\u65bc Gemini \u5982\u4f55\u505a Deep Research \u7684\u5206\u4eab\u3002\u5728\u6211\u7684 LLM \u8ab2\u7a0b\u5167\u4e5f\u6703\u63a2\u8a0e Deep Search \u7684\u5be6\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">8. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162233653953971\">CSV \u6848\u4f8b\u7d93\u9a57: Rethinking how we Scaffold AI Agents<\/a><\/h3>\n\n\n\n<p>\u91cd\u65b0\u601d\u8003\u5982\u4f55\u642d\u5efa AI \u4ee3\u7406\u4eba\u3002\u8b1b\u8005\u5f9e\u7d93\u5178\u7684 The Bitter Lesson \u51fa\u767c\uff0c\u5206\u4eab\u4ed6\u5011\u5718\u968a\u5728\u8655\u7406 CSV \u8f49\u63db\u5831\u8868\u4efb\u52d9\u4e2d\uff0c\u63a2\u7d22\u51fa\u7684\u4e09\u7a2e\u4e0d\u540c\u67b6\u69cb\u8def\u7dda: 1. \u7d14\u624b\u5de5\u7de8\u78bc 2. \u50b3\u7d71\u7cfb\u7d71\u8207 LLM \u6df7\u5408 3. \u5168\u9762\u4ea4\u7531 LLM \u8655\u7406\u3002<\/p>\n\n\n\n<p>\u9019\u4e09\u7a2e\u67b6\u69cb\uff0c\u5176\u5be6\u4e5f\u662f\u6240\u6709\u300c\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u300d\u8f49\u63db\u70ba\u300c\u7d50\u69cb\u5316\u8cc7\u6599\u300d\u4efb\u52d9\u7684\u67b6\u69cb\u8a2d\u8a08\u601d\u8def\u3002\u4ee5\u524d\u6211\u5011\u53ea\u6709\u65b9\u6cd5\u4e00\uff0c\u73fe\u5728\u6709\u65b9\u6cd5\u4e8c\u8ddf\u65b9\u6cd5\u4e09\u3002\u6211\u76ee\u524d\u5728\u5c08\u6848\u4e2d\u63a1\u7528\u7684\u662f\u6df7\u5408\u5f0f\u65b9\u6cd5\u4e8c\uff0c\u770b\u4e86\u9019\u5834\u5206\u4eab\u5f8c\uff0c\u8b93\u6211\u601d\u8003\u53ef\u4ee5\u591a\u671d\u5411\u5168\u9762 LLM \u9a45\u52d5\u7684\u65b9\u6cd5\u4e09\u9081\u9032!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">9. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162238134773971\">\u8a9e\u97f3 Agent \u6848\u4f8b\u7d93\u9a57: Voice Agents: the good, the bad, and the ugly<\/a><\/h3>\n\n\n\n<p>\u6848\u4f8b\u662f\u505a &#8220;\u8a9e\u97f3\u8a2a\u8ac7 Agent&#8221;\uff0c\u7528\u9014\u662f\u9867\u554f\u516c\u53f8\u8a2a\u8ac7\u516c\u53f8\u54e1\u5de5\u4f86\u505a\u8cea\u5316\u7814\u7a76\u3002\u57fa\u672c\u4e0a\uff0c\u5404\u7a2e\u7528\u6236\u8a2a\u8ac7\u4e5f\u662f\u9019\u500b\u5f62\u5f0f\u3002\u6211\u89ba\u5f97\u9019\u7a2e\u61c9\u7528\u883b\u6709\u50f9\u503c\u7684\uff0c\u6279\u6b21\u53ef\u4ee5\u8a2a\u8ac7\u4e0a\u767e\u4eba\uff0c\u53ef\u4ee5\u7bc0\u7701\u5f88\u591a PM \u7684\u6642\u9593\u3002<br>\u8b1b\u8005\u7684\u958b\u767c\u7d93\u9a57\u662f: \u628a\u6240\u6709\u554f\u984c\u653e\u9032 system prompt \u662f\u4e0d\u884c\u7684\u3002\u8981\u4e00\u6b21\u53ea\u554f\u4e00\u984c\uff0c\u4e26\u642d\u914d roadmap \u4ecb\u9762\uff0c\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u770b\u5230\u9032\u5ea6\u3001\u81ea\u7531\u8df3\u984c\u3002<\/p>\n\n\n\n<p>\u800c\u4e14\u70ba\u907f\u514d LLM \u4e0d\u65b7\u5ef6\u4f38\u8ffd\u554f\uff0c\u7cfb\u7d71\u9084\u9700\u642d\u914d\u4e00\u500b \u6f02\u79fb\u6aa2\u6e2c Agent\uff0c\u76e3\u63a7\u5c0d\u8a71\u662f\u5426\u504f\u96e2\u4e3b\u984c\uff0c\u5fc5\u8981\u6642\u5f37\u5236\u63a8\u9032\u6d41\u7a0b\u3002<br>\u53e6\u5916\uff0cOpenAI Realtime API \u7684\u8a9e\u97f3\u8f49\u9304\u96d6\u65b9\u4fbf\uff0c\u4f46\u5728\u80cc\u666f\u566a\u97f3\u6216\u7121\u8072\u6642\u5bb9\u6613\u51fa\u932f\uff0c\u56e0\u6b64\u4ed6\u5011\u9084\u52a0\u5165\u4e86\u5224\u65b7\u8f49\u9304\u54c1\u8cea\u7684 Agent\uff0c\u4f86\u904e\u6ffe\u932f\u8aa4\u5167\u5bb9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">10. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162251853648971\">Agents \u53ef\u9760\u6027: Building and evaluating AI Agents: Reliability<\/a><\/h3>\n\n\n\n<p>\u4f86\u81ea\u666e\u6797\u65af\u9813\u5927\u5b78\u7684 Sayash Kapoor \u5206\u4eab\u5efa\u69cb AI Agents \u7684\u6311\u6230: \u5e02\u5834\u4e0a\u8a31\u591a Agents \u7522\u54c1\u6839\u672c\u6c92\u6709\u5ba3\u7a31\u7684\u9019\u9ebc\u597d\uff0c\u5be6\u969b\u61c9\u7528\u6642\u5e38\u7121\u6cd5\u53ef\u9760\u5730\u91cd\u73fe\u9810\u671f\u7d50\u679c\u3002<br>\u9019\u51f8\u986f\u7684\u4e00\u500b AI \u9818\u57df\u7684\u6839\u672c\u554f\u984c: \u80fd\u529b Capability != \u53ef\u9760\u6027 Reliability\uff0c\u5169\u8005\u6709\u986f\u8457\u843d\u5dee\u3002<\/p>\n\n\n\n<p>\u76ee\u524d Agents \u5728\u8a55\u4f30\u6642\uff0c\u696d\u754c\u666e\u904d\u7d66\u7684\u662f pass@k\uff0c\u4e5f\u5c31\u662f\u6e2c\u8a66 k \u6b21\uff0c\u6709 1 \u6b21\u6210\u529f\u7684\u6a5f\u7387!<\/p>\n\n\n\n<p>\u4f46\u662f\u9019\u7a2e\u8a55\u4f30\u65b9\u5f0f\u8ddf\u7d42\u7aef\u7528\u6236\u7684\u5be6\u969b\u9ad4\u9a57\u662f\u812b\u7bc0\u7684\uff0c\u7528\u6236\u6839\u672c\u4e0d\u6703\u6e2c\u8a66\u9019\u9ebc\u591a\u6b21\uff0c\u771f\u6b63\u7528\u6236\u5728\u4e4e\u7684\uff0c\u61c9\u8a72\u662f pass^k\uff0c\u4e5f\u5c31\u662f\u6e2c\u8a66 k \u6b21\u6bcf\u6b21\u90fd\u6210\u529f\u7684\u6a5f\u7387! \u9019\u624d\u662f\u5be6\u969b\u61c9\u7528\u7684\u95dc\u9375\u6307\u6a19\u3002<br>\u5f9e\u9019\u500b\u89d2\u5ea6\u770b\uff0cAI \u5de5\u7a0b\u5e2b\u5be6\u8cea\u4e0a\u662f\u5728\u5f9e\u4e8b Reliability \u5de5\u7a0b: \u6211\u5011\u7684\u6311\u6230\u5728\u65bc: \u5982\u4f55\u57fa\u65bc\u672c\u8cea\u4e0a\u5177\u6709\u96a8\u6a5f\u6027\u7684 LLM\uff0c\u4f86\u69cb\u5efa\u9054\u5230 99.999% \u53ef\u9760\u6027\u7684\u61c9\u7528\u7cfb\u7d71\u3002\u9019\u4e0d\u518d\u662f\u8b49\u660e AI \u80fd\u5426\u5b8c\u6210\u67d0\u9805\u4efb\u52d9\uff0c\u800c\u662f\u78ba\u4fdd\u5176\u80fd\u5728\u6bcf\u6b21\u57f7\u884c\u6642\u7a69\u5b9a\u5730\u5b8c\u6210\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u79d1\u5b78\u5bb6\u6703\u95dc\u6ce8\u7684\u662f\u300c\u7cfb\u7d71\u80fd\u57f7\u884c\u7684\u6700\u9ad8\u96e3\u5ea6\u4efb\u52d9\u662f\u4ec0\u9ebc\u300d\uff0c\u9019\u63a8\u52d5\u4e86\u6a21\u578b\u80fd\u529b\u7684\u524d\u6cbf\u767c\u5c55\u3002\u7136\u800c\uff0c\u4f5c\u70ba\u4f7f\u7528\u9019\u4e9b\u6a21\u578b\u4f86\u6253\u9020\u61c9\u7528\u7684 AI \u5de5\u7a0b\u5e2b\uff0c\u6211\u5011\u61c9\u8a72\u66f4\u52a0\u6ce8\u91cd\u300c\u7cfb\u7d71\u80fd\u7a69\u5b9a\u3001\u53ef\u9760\u5b8c\u6210\u7684\u4efb\u52d9\u96e3\u5ea6\u7bc4\u570d\u5728\u54ea\u88e1\u300d\u3002\u6211\u8a8d\u70ba\u9019\u624d\u662f AI \u5de5\u7a0b\u5e2b\u6b63\u78ba\u7684\u601d\u7dad\u65b9\u5f0f\uff0c\u4e5f\u662f\u5c07 AI Agents \u5f9e\u5be6\u9a57\u5ba4\u5e36\u5165\u5be6\u969b\u61c9\u7528\u7684\u95dc\u9375\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">11. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162237186253971\">AI \u7522\u54c1\u8a2d\u8a08: Don&#8217;t just slap on a chatbot: building AI that works before you ask<\/a><\/h3>\n\n\n\n<p>\u4e0d\u8981\u53ea\u662f\u96a8\u4fbf\u52a0\u500b\u804a\u5929\u6a5f\u5668\u4eba: \u6253\u9020\u7121\u9700\u8a62\u554f\u5c31\u80fd\u5de5\u4f5c\u7684 AI\u3002<br>\u771f\u7684\uff0c\u5225\u7c21\u55ae\u53ea\u505a\u804a\u5929\u4ecb\u9762\u4e86\uff0c\u8981\u4e3b\u52d5\u767c\u6398\u51fa\u7528\u6236\u53ef\u80fd\u6703\u554f\u7684\u554f\u984c\u8ddf\u884c\u52d5\uff0c\u8b93\u7528\u6236\u76f4\u63a5\u78ba\u8a8d\u57f7\u884c\u5c31\u597d\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">12. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162240883393971\">SQL Agent \u6848\u4f8b: How to Build AI Agents that Actually Work<\/a><\/h3>\n\n\n\n<p>\u5206\u4eab\u4e86\u4e00\u4e9b\u5efa\u69cb Agent \u7684\u958b\u767c\u7d93\u9a57\uff0c\u8b1b\u8005\u505a\u7684\u6848\u4f8b\u662f SQL Agents:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u91cd\u8996\u63a8\u7406\u80fd\u529b\u52dd\u65bc\u77e5\u8b58\u5132\u5b58<\/li>\n\n\n\n<li>\u56de\u61c9\u683c\u5f0f\u6703\u5f71\u97ff\u6a21\u578b\u8655\u7406\u80fd\u529b<\/li>\n\n\n\n<li>\u5fae\u8abf\u6a21\u578b\u662f\u6d6a\u8cbb\u6642\u9593<\/li>\n\n\n\n<li>\u81ea\u5efa\u4ee3\u78bc\u512a\u65bc\u7b2c\u4e09\u65b9\u6846\u67b6<\/li>\n\n\n\n<li>Agent \u672c\u8eab\u4e0d\u662f\u6838\u5fc3\u7af6\u722d\u529b\uff0c\u800c\u662f\u5efa\u7acb Agent \u7684\u6574\u9ad4\u751f\u614b\u7cfb\u7d71\u4e26\u6574\u5408\u9032\u7522\u54c1<\/li>\n\n\n\n<li>\u591a Agent \u7cfb\u7d71\u53ef\u9075\u5faa\u985e\u4f3c\u4e9e\u99ac\u905c\u300c\u5169\u500b\u62ab\u85a9\u300d\u7684\u5718\u968a\u898f\u5247\uff0c\u76ee\u6a19\u4e0d\u61c9\u662f\u5f37\u5236 Agent \u9075\u5faa\u56fa\u5b9a\u6b65\u9a5f\uff0c\u800c\u662f\u6fc0\u52f5\u7ba1\u7406 Agent \u5b8c\u6210\u7e3d\u9ad4\u76ee\u6a19\uff0c<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">13. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162237497643971\">AI \u7522\u54c1\u5b9a\u50f9: The Price of Intelligence &#8211; AI Agent Pricing in 2025<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u8b1b AI Agent \u5b9a\u50f9\u7b56\u7565\uff0c\u883b\u7279\u5225\u7684\u984c\u76ee\uff0c\u63a2\u8a0e\u4e86\u5f88\u591a\u5bb6\u4e0d\u540c\u7684\u5b9a\u50f9\u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">14. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162241253948971\">\u958b\u6e90\u6a21\u578b: WTF do people use Open Models for??<\/a><\/h3>\n\n\n\n<p>\u9019\u5834\u8b1b\u7684\u662f\u5927\u5bb6\u5230\u5e95\u62ff\u958b\u6e90\u6a21\u578b\u505a\u4ec0\u9ebc? \u8b1b\u8005 Eugene \u662f Featherless AI \u7684 CEO \u548c RWKV \u958b\u6e90\u5c08\u6848\u7684\u5171\u540c\u8ca0\u8cac\u4eba\uff0c\u4ed6\u5206\u4eab\u4e86\u4ed6\u5011\u5e73\u53f0\u4e0a\u7684\u7528\u6236\u662f\u5982\u4f55\u4f7f\u7528\u958b\u6e90\u6a21\u578b\u7684\uff0c\u5305\u62ec\u548c\u5176\u4ed6\u5e73\u53f0\u4f8b\u5982 OpenRouter \u4ea4\u63db\u6578\u64da\u4f86\u88dc\u5145\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u8a72\u8aaa\u4e0d\u610f\u5916\u55ce? \u500b\u4eba\u9078\u64c7\u7528\u54ea\u4e00\u7a2e\u6a21\u578b\uff0c\u662f\u6839\u64da\u500b\u4eba\u504f\u597d\u3001\u7528\u6236\u9ad4\u9a57\u548c\u6a21\u578b\u540d\u6c23\uff0c\u800c\u975e\u6280\u8853\u6307\u6a19\u3002\u5546\u7528\u5247\u66f4\u50be\u5411\u7a69\u5b9a\u4e14\u5c0f\u578b\u7684\u6a21\u578b<\/p>\n\n\n\n<p>\u958b\u6e90\u6a21\u578b\u524d\u56db\u5927: Deepseek\u3001Meta Lama\u3001Mistral Nemo \u548c Qwen\u3002\u6240\u4ee5\u7adf\u7136\u6c92\u6709 Google \u7684 Gemma \u55ce?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">15. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162245850758971\">\u91ab\u7642\u6848\u4f8b\u5206\u4eab: Mission-Critical Evals at Scale: Learnings from 100k medical decisions<\/a><\/h3>\n\n\n\n<p>\u5efa\u7acb\u53ef\u64f4\u5c55\u7684\u91ab\u7642 AI \u8a55\u4f30\u7cfb\u7d71\uff1a\u4f86\u81ea\u5341\u842c\u6b21\u91ab\u7642\u6c7a\u7b56\u7684\u7d93\u9a57\u3002\u8b1b\u8005\u662f\u8f49\u578b\u70ba AI \u5de5\u7a0b\u5e2b\u7684\u91ab\u751f!<br>\u9019\u662f\u91ab\u7642\u5834\u666f\uff0c\u53ef\u4ee5\u60f3\u50cf\u662f\u4e0d\u5bb9\u8a31\u51fa\u932f\u7684\u3002\u7f8e\u570b\u91ab\u7642\u9818\u57df\u76ee\u524d\u5c31\u6709\u8a31\u591a\u7d44\u7e54\u56e0\u4e0d\u7576\u4f7f\u7528 AI \u81ea\u52d5\u5316\u800c\u88ab\u8d77\u8a34\u3002\u4f46\u662f\u4eba\u5de5\u5be9\u67e5\u6703\u6709\u898f\u6a21\u9650\u5236\uff0c\u9019\u8981\u5982\u4f55 Scale ?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">16. <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162245798238971\">\u8a55\u4f30\u7684\u6311\u6230: Your Evals Are Meaningless And Here\u2019s How to Fix Them<\/a><\/h3>\n\n\n\n<p>\u9019\u5834 talk \u8b1b\u4e86\u8a55\u4f30\u7684\u6a19\u6e96\u548c\u8cc7\u6599\u96c6\u98c4\u79fb\u554f\u984c\uff0c\u5982\u679c\u4e0d\u80fd\u53cd\u61c9\u5be6\u969b\u60c5\u6cc1\uff0c\u4f60\u7684\u8a55\u4f30\u5c31\u6c92\u6709\u610f\u7fa9\u4e86\u3002\u9700\u8981\u6301\u7e8c\u6539\u9032 evaluator \u548c dataset \u4f86\u5c0d\u9f4a\u771f\u5be6\u60c5\u6cc1\u3002<\/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","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\u8ddf\u5927\u5bb6\u5206\u4eab\u4e8c\u6708\u5e95\u5728\u7d10\u7d04\u8209\u8fa6\u7684 AI &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12690-aie-ai-engineer-summit\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u7d10\u7d04 AI Engineer Summit \u7279\u8f2f #26\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-12690","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3iG","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12690","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=12690"}],"version-history":[{"count":4,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12690\/revisions"}],"predecessor-version":[{"id":12746,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12690\/revisions\/12746"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12690"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12690"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12690"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}