{"id":13630,"date":"2026-02-22T18:30:56","date_gmt":"2026-02-22T10:30:56","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13630"},"modified":"2026-02-22T18:51:40","modified_gmt":"2026-02-22T10:51:40","slug":"aie-openclaw","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13630-aie-openclaw","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u00a0\ud83d\ude80 \u65b0\u578b\u614b\u4ee3\u7406\u4eba OpenClaw \u6b63\u592f\uff0c\u96fb\u5b50\u5831\u6539\u7248 #35"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><a href=\"https:\/\/ihower.tw\/opt-in\/gai\">\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec<\/a>&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;<a href=\"https:\/\/ihower.tw\/blog\/category\/aie\">\u904e\u5f80\u671f\u6578\u9ede\u9019<\/a>&nbsp;\ud83d\udcda<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/listmonk.aihao.tw\/uploads\/about-banner-v2.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>\u8ddf\u5927\u5bb6\u62dc\u500b\u665a\u5e74\uff01\u904e\u5e74\u5047\u671f\u5728\u73a9 <a href=\"https:\/\/openclaw.ai\/\">OpenClaw<\/a> \u975e\u5e38\u6709\u8da3\u3002<\/p>\n\n\n\n<p>\u5b83\u662f\u4e00\u500b\u958b\u6e90\u7684\u81ea\u67b6 AI Agent \u8edf\u9ad4\uff0c\u5e38\u99d0\u5728\u4f60\u7684\u4f3a\u670d\u5668\u4e0a\u3002\u4f60\u6703\u900f\u904e Telegram\u3001Discord \u7b49\u901a\u8a0a\u6e20\u9053\uff0c\u96a8\u6642\u96a8\u5730\u4ea4\u4ee3\u4efb\u52d9\u3002\u7b49\u65bc\u64c1\u6709\u4e00\u500b\u53ef\u4ee5\u64cd\u4f5c\u6574\u53f0\u96fb\u8166\u3001\u5b9a\u6642\u57f7\u884c\u4efb\u52d9\u7684\u500b\u4eba\u52a9\u7406\u3002<\/p>\n\n\n\n<p>\u6211\u5728 Facebook \u4e0a\u6709\u5206\u4eab\u4e86\u4e00\u4e9b\u7d93\u9a57\uff0c\u4e5f\u6709\u4e86\u4e00\u4e9b\u65b0\u7684\u60f3\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid0UbkxvdBRngW7VKamVmpRub9c8JiEnzyVDyYJ9vBjvD815HUVGKGNFbgdWFFfhhrrl\">\u628a\u9f8d\u8766\u88dd\u5728\u6a39\u8393\u6d3e\u4e0a\uff0c\u84cb\u4e86\u4e00\u500b\u90e8\u843d\u683c<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid029v4mtL3e9RUz3smuJeKDSXKCyVcKLNHhm89qRBzjdcyekY8zDjBzS8gKgtFEptbnl\">\u958b\u4e86\u9f8d\u8766\u7684 Threads \u5e33\u865f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.facebook.com\/ihower\/posts\/pfbid048TszkeNhWztJieyLEkt7N3oMXpELHBw14foYsTaxso6z1HDmyN8Pfj5P41u3SfQl\">\u62c6\u958b\u7368\u7acb\u7684 AI \u5e33\u865f\u4f86\u767c\u6587<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u76ee\u524d\u73a9\u6cd5\u662f\u628a OpenClaw \u7684 AI Agent (\u5c31\u53eb\u8766\u8766\u5427)\u7576\u4f5c\u6211\u7684\u65b0\u54e1\u5de5\u770b\u5f85\uff0c\u76e1\u91cf\u53ea\u7528 Telegram \u4ea4\u4ee3\u4ed6\u505a\u4e8b (\u96d6\u7136\u5076\u723e\u9084\u662f\u6703\u6709\u51fa\u6232\u611f\uff0c\u6703\u9700\u8981\u624b\u52d5SSH\u9032\u53bbServer\u6392\u9664\u6280\u8853\u554f\u984c)<br>\u5e33\u865f\u4e5f\u90fd\u662f\u958b\u65b0\u7684\u7d66\u4ed6\uff0c\u53ea\u958b\u4ed6\u4efb\u52d9\u9700\u8981\u77e5\u9053\u7684\u6b0a\u9650\uff0c\u800c\u4e0d\u662f\u8b93\u4ed6\u53bb\u63a5\u624b\u6211\u7684\u5e33\u865f\u6b0a\u9650\u3002\u6211\u8a8d\u70ba\u9019\u662f\u6bd4\u8f03\u597d\u7684\u5b89\u5168\u754c\u7dda\u3002<\/p>\n\n\n\n<p>\u9019\u662f\u6211\u7d66\u8766\u8766\u65b0\u5efa\u7acb\u7684\u5e33\u865f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u611b\u597d AI \u5de5\u7a0b Blog: <a href=\"https:\/\/blog.aihao.tw\/\">blog.aihao.tw\/<\/a> (\u6574\u500b\u7ad9\u90fd\u662fAI\u751f\u6210)<\/li>\n\n\n\n<li>Threads: <a href=\"https:\/\/www.threads.com\/@xia_aihao\">www.threads.com\/@xia_aihao<\/a><\/li>\n\n\n\n<li>Facebook \u7c89\u5c08: <a href=\"https:\/\/www.facebook.com\/xia.aihao\">www.facebook.com\/xia.aihao<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u5f9e\u672c\u671f\u96fb\u5b50\u5831\u8d77\uff0c\u5206\u4eab\u7684\u6587\u7ae0\u6458\u8981\u5167\u5bb9\uff0c\u6703\u66f4\u76f4\u63a5\u5c31\u662f AI \u751f\u6210\u7684\uff0c\u6703\u660e\u78ba\u5340\u5206\u54ea\u4e9b\u5167\u5bb9\u5b8c\u5168\u662f AI \u7522\u51fa\u7684\u3002<br>\u76f8\u6bd4\u4e4b\u524d\u96fb\u5b50\u5831\u6709\u82b1\u6642\u9593\u6bcf\u7bc7\u4eba\u5de5\u5be9\u7a3f\u4fee\u6539\uff0c\u4e4b\u5f8c\u6703\u66f4\u653e\u624b\u76f4\u63a5\u5c31\u653e AI \u7522\u51fa\uff0c\u53cd\u6b63\u5927\u5bb6\u4e5f\u770b\u7fd2\u6163 AI \u6458\u8981\u4e86(?)<\/p>\n\n\n\n<p>\u4e0d\u904e\u653e\u5fc3\uff0c\u9078\u984c\u9084\u662f\u6211\u771f\u4eba\u505a: \u9078\u64c7\u54ea\u4e9b\u6771\u897f\u503c\u5f97\u5beb\u503c\u5f97\u5206\u4eab\uff0c\u9084\u662f\u6709\u4eba\u985e\u7684\u806f\u60f3\u3001\u5224\u65b7\u529b\u548c\u76f4\u89ba\u3002\u56e0\u6b64\u8981\u5206\u4eab\u54ea\u4e9b\u6587\u7ae0\u4e3b\u984c\uff0c\u90fd\u662f\u6211\u662f\u6311\u597d\u624d\u4ea4\u7d66 AI \u5f8c\u7e8c\u8655\u7406\u7684\u3002<\/p>\n\n\n\n<p>\u5c0d\u65bc AI \u751f\u6210\u5167\u5bb9\u7684\u95b1\u8b80\u5efa\u8b70: \u53ea\u662f\u5e6b\u52a9\u4f60\u5feb\u901f\u638c\u63e1\u539f\u6587\u91cd\u9ede\u7684\u5c0e\u8b80\u3002\u7562\u7adf\u539f\u6587\u5f80\u5f80\u7bc7\u5e45\u8f03\u9577\u3001\u4e0d\u5bb9\u6613\u5feb\u901f\u6d88\u5316\uff0c\u900f\u904e\u7ffb\u8b6f\u8207\u6458\u8981\uff0c<br>\u4f60\u53ef\u4ee5\u5728\u77ed\u6642\u9593\u5167\u4e86\u89e3\u6838\u5fc3\u6982\u5ff5\u3002\u4f46\u8acb\u7559\u610f\uff0c\u6458\u8981\u7121\u6cd5\u6db5\u84cb\u6240\u6709\u7d30\u7bc0\u8207\u8108\u7d61\u3002\u5982\u679c\u8b80\u5b8c\u89ba\u5f97\u6709\u8208\u8da3\uff0c\u5f37\u70c8\u63a8\u85a6\u9ede\u9032\u539f\u6587\u7372\u5f97\u5b8c\u6574\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p>\u63db\u53e5\u8a71\u8aaa: \u6642\u9593\u5145\u88d5\u7684\u8a71\uff0c\u53ef\u4ee5\u76f4\u63a5\u9ede\u539f\u6587\u95b1\u8b80\u3002\u5982\u679c\u6642\u9593\u6709\u9650\uff0c\u53ef\u4ee5\u5148\u770b\u4e2d\u6587\u5c0e\u8b80\uff0c\u6709\u8208\u8da3\u518d\u6df1\u5165\u539f\u6587\u3002<br>\u7121\u8ad6\u5982\u4f55\uff0c\u6211\u5c0d\u81ea\u5df1\u6311\u9078\u8981\u5206\u4eab\u7684\u539f\u6587\u9084\u662f\u6709\u4fe1\u5fc3\u90fd\u662f\u5f88\u597d\u7684\u5167\u5bb9 \ud83d\ude04<\/p>\n\n\n\n<p>\u5728\u672c\u671f\u5206\u4eab\u7684\u7cbe\u5f69\u6587\u7ae0\u4e2d\uff0c\u6709\u5e7e\u7bc7\u6211\u7279\u5225\u6709\u6536\u7a6b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/bitter-lesson-agent-harness\/\">\u70ba\u4ec0\u9ebc\u591a\u6578 Agent \u6846\u67b6\u90fd\u6c92\u6709\u5167\u5316 Bitter Lesson?<\/a> \u9019\u7bc7\u628a Agent \u6846\u67b6\u7684\u767c\u5c55\u65b9\u5411\uff0c\u642d\u914d\u6211\u5f88\u559c\u6b61\u7684 Bitter Lesson \u4e00\u8d77\u8b1b\u5f97\u975e\u5e38\u5230\u4f4d\uff0c\u6211\u5f88\u8a8d\u540c<\/li>\n\n\n\n<li><a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/agent-design-patterns\/\">AI Agent \u600e\u9ebc\u7ba1\u7406 Context? \u5f9e\u8a2d\u8a08\u6a21\u5f0f\u5230 Deep Agents \u5be6\u4f5c<\/a> \u548c <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/16\/choosing-multi-agent-architecture\/\">\u5982\u4f55\u9078\u64c7 Multi-Agent \u67b6\u69cb?<\/a> LangChain \u6574\u7406\u7684 Agent \u8a2d\u8a08\u6a21\u5f0f\u8207\u67b6\u69cb\u9078\u64c7\uff0c\u5f88\u6709\u7cfb\u7d71\u6027<\/li>\n\n\n\n<li><a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/agent-skills-build-and-eval\/\">Agent Skills \u5b8c\u6574\u653b\u7565: \u5f9e\u5efa\u7acb\u5230\u8a55\u4f30<\/a> Skill \u7684\u8a55\u4f30\u5f88\u5c11\u4eba\u8b1b\uff0c\u300cSkill \u5230\u5e95\u6709\u6c92\u6709\u88ab\u9806\u5229\u89f8\u767c\u300d\u662f\u500b\u95dc\u9375\u554f\u984c<\/li>\n\n\n\n<li><a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/evals-flashcards\/\">AI Evals \u9583\u5361\u5168\u89e3\u6790: Hamel Husain \u7684 12 \u5f35\u7cbe\u83ef\u5361\u7247<\/a> Hamel Husain \u662f\u6211\u7684 AI Eval \u8001\u5e2b\uff0c\u4ed6\u51fa\u7684\u9019\u5957\u9583\u5361\u628a\u6838\u5fc3\u65b9\u6cd5\u8ad6\u6fc3\u7e2e\u5f97\u975e\u5e38\u7cbe\u7149<\/li>\n<\/ul>\n\n\n\n<p>\u2b07\ufe0f\u2b07\ufe0f \u4ee5\u4e0b\u662f\u6211\u6311\u9078\u6587\u7ae0\u5f8c\uff0c\u7531 AI \u751f\u6210\u7684\u5167\u5bb9 \u26a0\ufe0f\u26a0\ufe0f <\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/16\/choosing-multi-agent-architecture\/\">\u5982\u4f55\u9078\u64c7 Multi-Agent \u67b6\u69cb?<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bd4\u8f03 Subagents\u3001Skills\u3001Handoffs\u3001Router \u56db\u7a2e\u67b6\u69cb\u7684\u512a\u7f3a\u9ede<\/li>\n\n\n\n<li>\u5efa\u8b70\u5148\u5f9e\u55ae\u4e00\u4ee3\u7406\u642d\u914d\u597d\u7684\u5de5\u5177\u958b\u59cb<\/li>\n\n\n\n<li>\u53ea\u6709\u5728 context \u585e\u4e0d\u4e0b\u6216\u5718\u968a\u9700\u5206\u5de5\u6642\u624d\u8003\u616e\u591a\u4ee3\u7406<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd0c <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/16\/open-responses\/\">Open Responses: LLM API \u7d42\u65bc\u8981\u6709\u7d71\u4e00\u6a19\u6e96\u4e86\u55ce?<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI \u63d0\u51fa\u901a\u7528 LLM API \u898f\u7bc4 Open Responses<\/li>\n\n\n\n<li>OpenRouter\u3001Hugging Face \u7b49\u4e3b\u8981\u5ee0\u5546\u5df2\u652f\u6301<\/li>\n\n\n\n<li>\u6709\u671b\u964d\u4f4e\u4e0d\u540c LLM \u5e73\u53f0\u4e4b\u9593\u7684\u6574\u5408\u6210\u672c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2694\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/2025-ai-race-review\/\">2025 AI \u5927\u6df7\u6230\u56de\u9867: \u5f9e Code Red \u5230 IDE Wars<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Google Gemini 3 Pro \u596a\u56de\u6027\u80fd\u7b2c\u4e00<\/li>\n\n\n\n<li>Anthropic \u5728\u4f01\u696d\u5e02\u5834\u548c\u7de8\u78bc\u5de5\u5177\u4f54\u64da\u512a\u52e2<\/li>\n\n\n\n<li>OpenAI \u9762\u81e8\u591a\u65b9\u6311\u6230<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/agent-builder-memory\/\">LangChain Agent Builder \u7684\u8a18\u61b6\u7cfb\u7d71\u662f\u600e\u9ebc\u505a\u7684<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u6a94\u6848\u7cfb\u7d71\u67b6\u69cb\u7ba1\u7406 Agent \u7684\u4e09\u5c64\u8a18\u61b6\uff08\u7a0b\u5e8f\u3001\u8a9e\u610f\u3001\u60c5\u7bc0\uff09<\/li>\n\n\n\n<li>\u8b93 Agent \u80fd\u81ea\u52d5\u5f9e\u4e92\u52d5\u4e2d\u5b78\u7fd2\u548c\u66f4\u65b0\u8a18\u61b6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc9 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/ai-assistance-coding-skills\/\">\u7528 AI \u5beb code \u66f4\u5feb\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u6709\u5b78\u5230\u6771\u897f\u55ce?<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u7814\u7a76\u767c\u73fe\u4f7f\u7528 AI \u52a9\u624b\u7684\u5de5\u7a0b\u5e2b\u8003\u8a66\u5206\u6578\u4f4e\u4e86 17%<\/li>\n\n\n\n<li>\u9664\u932f\u80fd\u529b\u9000\u5316\u6700\u70ba\u660e\u986f<\/li>\n\n\n\n<li>\u904e\u5ea6\u4f9d\u8cf4 AI \u53ef\u80fd\u5c0e\u81f4\u6838\u5fc3\u6280\u80fd\u840e\u7e2e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfe2 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/ai-transforming-work-anthropic\/\">Anthropic \u5167\u90e8\u7814\u7a76: AI \u5982\u4f55\u5fb9\u5e95\u6539\u8b8a\u4ed6\u5011\u81ea\u5df1\u7684\u5de5\u4f5c\u65b9\u5f0f<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de5\u7a0b\u5e2b\u89d2\u8272\u5f9e\u300c\u5beb\u4ee3\u78bc\u300d\u8f49\u5411\u300c\u7ba1\u7406 AI \u4ee3\u7406\u300d<\/li>\n\n\n\n<li>\u5e36\u4f86\u751f\u7522\u529b\u63d0\u5347\u8207\u6280\u80fd\u908a\u754c\u64f4\u5f35<\/li>\n\n\n\n<li>\u4e5f\u5f15\u767c\u6280\u80fd\u840e\u7e2e\u548c\u8077\u6daf\u4e0d\u78ba\u5b9a\u6027\u7684\u64d4\u6182<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf4b <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/bitter-lesson-agent-harness\/\">\u70ba\u4ec0\u9ebc\u591a\u6578 Agent \u6846\u67b6\u90fd\u6c92\u6709\u5167\u5316 Bitter Lesson?<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fa\u5b9a\u5de5\u4f5c\u6d41\u548c\u9810\u5b9a\u7fa9\u89d2\u8272\u9055\u53cd Bitter Lesson \u539f\u5247<\/li>\n\n\n\n<li>\u61c9\u8f49\u5411\u52d5\u614b\u59d4\u6d3e\u548c\u905e\u8ff4\u8a9e\u8a00\u6a21\u578b\u7b49\u53ef\u898f\u6a21\u5316\u65b9\u6cd5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde9 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/context-engineering-series\/\">Jason Liu \u7684 Context Engineering \u7cfb\u5217: \u6253\u9020\u66f4\u597d\u7684 Agentic RAG \u7cfb\u7d71<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6db5\u84cb\u5de5\u5177\u8f38\u51fa\u8a2d\u8a08\u3001Subagent \u67b6\u69cb\u3001\u4fe1\u606f\u58d3\u7e2e<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5316\u8b1b\u89e3\u751f\u7522\u7d1a Agentic RAG \u7684\u95dc\u9375\u6c7a\u7b56\u9ede<\/li>\n\n\n\n<li>\u5f9e\u5feb\u901f\u539f\u578b\u9a57\u8b49\u5230\u5be6\u969b\u90e8\u7f72\u7684\u5b8c\u6574\u8def\u5f91<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/demystifying-evals-for-ai-agents\/\">\u5982\u4f55\u70ba AI Agent \u8a2d\u8a08\u6709\u6548\u7684\u8a55\u4f30 (Evals)<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u5206\u4eab\u4e0d\u540c Agent \u985e\u578b\u7684\u8a55\u4f30\u7b56\u7565<\/li>\n\n\n\n<li>\u8b1b\u89e3 pass@k vs pass^k \u7684\u9078\u64c7<\/li>\n\n\n\n<li>\u63d0\u4f9b\u5f9e\u96f6\u958b\u59cb\u5efa\u7acb Eval \u7684\u8def\u7dda\u5716<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udccf <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/evals-flashcards\/\">AI Evals \u9583\u5361\u5168\u89e3\u6790: Hamel Husain \u7684 12 \u5f35 Evals \u7cbe\u83ef\u5361\u7247<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>12 \u5f35\u5716\u89e3\u5361\u7247\u6fc3\u7e2e AI Evals \u6838\u5fc3\u65b9\u6cd5\u8ad6<\/li>\n\n\n\n<li>\u6db5\u84cb\u932f\u8aa4\u5206\u6790\u3001Eval \u6642\u6a5f\u3001\u6307\u6a19\u9078\u64c7\u5230\u90e8\u7f72\u7b56\u7565<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf2b\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/generic-ai-metrics-mirage\/\">\u70ba\u4ec0\u9ebc\u901a\u7528 AI \u6307\u6a19\u662f\u6d77\u5e02\u8703\u6a13?<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ROUGE\u3001BERTScore \u7b49\u901a\u7528\u6307\u6a19\u5c0d\u5be6\u969b\u7522\u54c1\u7121\u7528<\/li>\n\n\n\n<li>\u61c9\u7528\u8cea\u6027\u932f\u8aa4\u5206\u6790\u9a45\u52d5\u81ea\u5b9a\u7fa9\u8a55\u4f30\u6307\u6a19<\/li>\n\n\n\n<li>\u8a55\u4f30\u8981\u91dd\u5c0d\u7279\u5b9a\u9818\u57df\u91cf\u8eab\u6253\u9020<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd0d <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/langsmith-insights-agent-deep-dive\/\">LangSmith Insights Agent \u6df1\u5ea6\u62c6\u89e3: \u5f9e Clio \u8ad6\u6587\u5230\u751f\u7522\u7d1a Agent \u7684\u5b8c\u6574\u65c5\u7a0b<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528 LLM \u9a45\u52d5\u7684\u5206\u985e\u53d6\u4ee3\u50b3\u7d71 Embedding \u805a\u985e<\/li>\n\n\n\n<li>\u81ea\u52d5\u767c\u73fe\u751f\u7522\u74b0\u5883\u4e2d\u7684\u4f7f\u7528\u8005\u884c\u70ba\u6a21\u5f0f\u548c\u5931\u6557\u539f\u56e0<\/li>\n\n\n\n<li>\u5f9e\u7814\u7a76\u6982\u5ff5\u9032\u5316\u70ba\u5be6\u7528\u7684 debugging \u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\uddc4\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/openai-in-house-data-agent\/\">OpenAI \u5167\u90e8\u7684 Data Agent: \u516d\u5c64 Context + RAG + Text-to-SQL \u7684\u5be6\u6230\u67b6\u69cb<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u900f\u904e\u516d\u5c64\u6f38\u9032\u5f0f Context \u5be6\u73fe\u9ad8\u54c1\u8cea\u81ea\u7136\u8a9e\u8a00\u8f49 SQL<\/li>\n\n\n\n<li>\u5305\u542b\u5143\u6578\u64da\u3001\u67e5\u8a62\u6b77\u53f2\u3001\u4eba\u5de5\u6a19\u8a3b\u3001\u7a0b\u5f0f\u78bc\u589e\u5f37\u3001\u7d44\u7e54\u77e5\u8b58\u3001\u8a18\u61b6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/product-evals-three-steps\/\">Product Evals \u4e09\u6b65\u9a5f: \u5f9e\u6a19\u8a3b\u8cc7\u6599\u5230\u81ea\u52d5\u5316\u8a55\u4f30<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u624b\u52d5\u6a19\u8a3b\u4e00\u5c0f\u6279\u8cc7\u6599<\/li>\n\n\n\n<li>\u7528\u4e8c\u5143\u6a19\u7c64\u6821\u6e96 LLM \u8a55\u4f30\u5668<\/li>\n\n\n\n<li>\u6bcf\u6b21\u6539\u52d5\u90fd\u8dd1\u8a55\u4f30\uff0c\u7e2e\u77ed\u8fed\u4ee3\u56de\u994b\u8ff4\u5708<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd17 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/17\/traces-new-source-of-truth\/\">AI Agent \u6642\u4ee3\uff0cTrace \u624d\u662f\u4f60\u7684 source of truth<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Trace \u53d6\u4ee3\u539f\u59cb\u4ee3\u78bc\uff0c\u6210\u70ba\u7406\u89e3 Agent \u771f\u5be6\u884c\u70ba\u7684\u95dc\u9375<\/li>\n\n\n\n<li>\u7528 Trace \u9032\u884c Debugging\u3001Testing\u3001Performance Profiling \u548c\u54c1\u8cea\u76e3\u63a7<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfd7\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/18\/harness-engineering\/\">OpenAI \u5167\u90e8\u5be6\u9a57: 100% AI \u5beb\u7684\u7522\u54c1\uff0c\u4eba\u985e\u53ea\u8ca0\u8cac\u5c0e\u822a<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI \u7528 Codex \u5f9e\u7a7a\u767d\u4ee3\u78bc\u5eab\u958b\u767c\u7522\u54c1\uff0c\u4e94\u500b\u6708\u7522\u51fa\u767e\u842c\u884c\u4ee3\u78bc<\/li>\n\n\n\n<li>\u5de5\u7a0b\u5e2b\u89d2\u8272\u8f49\u70ba\u8a2d\u8a08\u74b0\u5883\u3001\u5236\u5b9a\u7d04\u675f\u3001\u57f7\u884c\u67b6\u69cb\u54c1\u5473<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/19\/deterministic-agents\/\">\u8b93 AI Agent \u66f4\u53ef\u9760\u7684 9 \u7a2e\u65b9\u6cd5: \u5f9e Workflow Builder \u5230 Response Caching<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6574\u7406 9 \u7a2e\u8b93 Agent \u884c\u70ba\u66f4\u53ef\u9810\u6e2c\u7684\u65b9\u6cd5<\/li>\n\n\n\n<li>\u5f9e\u6700\u9ad8\u5c64\u7684\u5de5\u4f5c\u6d41\u5efa\u69cb\u5668\u5230\u6700\u5e95\u5c64\u7684\u6a21\u578b\u6539\u9032<\/li>\n\n\n\n<li>\u5404\u6709\u4e0d\u540c\u7684\u6e96\u78ba\u6027\u548c\u9748\u6d3b\u6027\u53d6\u6368<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd04 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/19\/evaluation-flywheel\/\">\u7528 Evaluation Flywheel \u7cfb\u7d71\u5316\u6539\u9032\u4f60\u7684 Prompt<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a55\u4f30\u98db\u8f2a\u4e09\u968e\u6bb5\uff1a\u5206\u6790\u554f\u984c\u3001\u81ea\u52d5\u5316\u6e2c\u91cf\u3001\u8fed\u4ee3\u6539\u9032<\/li>\n\n\n\n<li>\u7121\u9700\u7de8\u7a0b\u5373\u53ef\u5229\u7528 OpenAI \u5f8c\u53f0\u8a55\u4f30\u5de5\u5177<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5316\u6539\u9032 Prompt \u54c1\u8cea<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a1 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/19\/performance-hints-jeff-dean\/\">Jeff Dean \u548c Sanjay Ghemawat \u7684\u6548\u80fd\u512a\u5316\u5fc3\u6cd5<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f9e\u80cc\u5305\u4f30\u7b97\u3001Profile \u5206\u6790\u5230\u8cc7\u6599\u7d50\u69cb\u9078\u64c7\u8207 API \u8a2d\u8a08<\/li>\n\n\n\n<li>\u5f37\u8abf\u61c9\u8a72\u5728\u5beb\u4ee3\u78bc\u6642\u800c\u975e\u4e8b\u5f8c\u624d\u8003\u616e\u6548\u80fd<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd0e <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/19\/rag-not-vector-search\/\">RAG \u4e0d\u53ea\u662f Vector Search: \u5f9e\u8a9e\u610f\u76f8\u4f3c\u5ea6\u5230\u771f\u6b63\u7684\u641c\u5c0b\u7406\u89e3<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5411\u91cf\u641c\u5c0b\u7121\u6cd5\u771f\u6b63\u89e3\u6c7a RAG \u554f\u984c<\/li>\n\n\n\n<li>\u61c9\u7528 LLM \u5c07\u81ea\u7136\u8a9e\u8a00\u8f49\u5316\u70ba\u7d50\u69cb\u5316\u67e5\u8a62<\/li>\n\n\n\n<li>\u7d50\u5408\u9818\u57df\u7279\u5b9a\u7684\u7be9\u9078\u908f\u8f2f\uff0c\u800c\u975e\u4e00\u5473\u4f9d\u8cf4\u5411\u91cf\u76f8\u4f3c\u5ea6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/19\/state-of-llms-2025\/\">2025 \u5e74 LLM \u767c\u5c55\u56de\u9867: \u63a8\u7406\u6a21\u578b\u3001Benchmaxxing \u8207\u672a\u4f86\u9810\u6e2c<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2025 \u5e74\u95dc\u9375\u9032\u5c55\u662f\u63a8\u7406\u6a21\u578b\u548c\u63a8\u8ad6\u6642\u64f4\u5c55<\/li>\n\n\n\n<li>\u904e\u5ea6\u8ffd\u6c42\u57fa\u6e96\u5206\u6578\uff08Benchmaxxing\uff09\u9020\u6210\u865b\u5047\u7e41\u69ae<\/li>\n\n\n\n<li>\u771f\u5be6\u7522\u54c1\u8868\u73fe\u624d\u662f\u95dc\u9375\u6307\u6a19<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udce6 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/agent-design-patterns\/\">AI Agent \u600e\u9ebc\u7ba1\u7406 Context? \u5f9e\u8a2d\u8a08\u6a21\u5f0f\u5230 Deep Agents \u5be6\u4f5c<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent \u8a2d\u8a08\u7684\u6838\u5fc3\u672c\u8cea\u662f Context \u7ba1\u7406\u554f\u984c<\/li>\n\n\n\n<li>\u5305\u62ec\u591a\u5c64 Action Space\u3001\u6f38\u9032\u5f0f\u63ed\u9732<\/li>\n\n\n\n<li>\u628a Context \u5378\u8f09\u5230\u6a94\u6848\u7cfb\u7d71<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc1 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/agent-files-filesystem\/\">Agent Files: \u6a94\u6848\u7cfb\u7d71\u6b63\u5728\u6210\u70ba AI Agent \u7684\u6838\u5fc3\u4ecb\u9762<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a94\u6848\u7cfb\u7d71\u7528\u65bc Agent \u7684\u9577\u671f\u8a18\u61b6\u3001\u53d6\u4ee3\u50b3\u7d71 RAG\u3001\u4f5c\u70ba Skills \u6a5f\u5236<\/li>\n\n\n\n<li>\u9700\u8981\u50cf AgentFS \u9019\u6a23\u7684\u865b\u64ec\u5c64\u4f86\u78ba\u4fdd\u5b89\u5168\u6027<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/agent-skills-build-and-eval\/\">Agent Skills \u5b8c\u6574\u653b\u7565: \u5f9e\u5efa\u7acb\u5230\u8a55\u4f30\uff0cAnthropic \u548c OpenAI \u7684\u65b9\u6cd5\u8ad6\u6574\u7406<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u548c OpenAI \u540c\u6642\u63a8\u51fa Agent Skills \u6df1\u5ea6\u6307\u5357<\/li>\n\n\n\n<li>Skills \u7528 YAML Frontmatter + SKILL.md \u5b9a\u7fa9<\/li>\n\n\n\n<li>\u900f\u904e\u78ba\u5b9a\u6027\u6aa2\u67e5\u548c Rubric-based \u8a55\u5206\u7cfb\u7d71\u5316\u8a55\u4f30<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee1\ufe0f <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/ai-resistant-evaluations\/\">\u7576\u4f60\u7684\u9762\u8a66\u984c\u88ab\u81ea\u5bb6 AI \u6253\u6557: Anthropic \u7684\u6280\u8853\u8003\u8a66\u653b\u9632\u6230<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u5de5\u7a0b\u5e2b\u5206\u4eab\u8a2d\u8a08\u300cAI \u9632\u79a6\u300d\u6280\u8853\u9762\u8a66\u7684\u7d93\u9a57<\/li>\n\n\n\n<li>\u50b3\u7d71\u984c\u76ee\u7121\u6cd5\u62b5\u6297\u5f37\u5927 AI<\/li>\n\n\n\n<li>\u61c9\u8f49\u5411\u300c\u65b0\u7a4e\u300d\u554f\u984c\u4f86\u6e2c\u8a66\u4eba\u985e\u63a8\u7406\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\ude80 <a href=\"https:\/\/blog.aihao.tw\/2026\/02\/20\/openai-skills\/\">OpenAI API \u63a8\u51fa Skills: \u8b93 AI Agent \u5f9e\u55ae\u6b21\u56de\u8986\u8d70\u5411\u9577\u6642\u9593\u5de5\u4f5c\u6d41<\/a><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Skills API \u8b93 Agent \u57f7\u884c\u591a\u6b65\u9a5f\u5de5\u4f5c\u6d41\u7a0b<\/li>\n\n\n\n<li>\u642d\u914d\u5347\u7d1a\u7248 Shell tool \u548c\u4f3a\u670d\u5668\u7aef\u58d3\u7e2e<\/li>\n\n\n\n<li>\u4f7f Agent \u80fd\u771f\u6b63\u57f7\u884c\u9577\u6642\u9593\u3001\u8907\u96dc\u7684\u77e5\u8b58\u5de5\u4f5c<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5e0c\u671b\u4f60\u6703\u559c\u6b61\u9019\u96c6\u65b0\u7684\u7d50\u69cb\u548c\u5167\u5bb9\uff01\u6709\u4efb\u4f55\u60f3\u8ddf\u6211\u5206\u4eab\u7684\u4e8b\u60c5\uff0c\u4e5f\u6b61\u8fce\u76f4\u63a5\u56de\u8986\u9019\u5c01\u4fe1\u7d66\u6211\u3002<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b61\u8fce\u8a02\u95b1 \ud83d\udcec&nbsp;\u611b\u597d AI Engineer \u96fb\u5b50\u5831&nbsp;\u904e\u5f80\u671f\u6578\u9ede\u9019&nbsp;\ud83d\udcda Hello &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/13630-aie-openclaw\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831\u00a0\ud83d\ude80 \u65b0\u578b\u614b\u4ee3\u7406\u4eba OpenClaw \u6b63\u592f\uff0c\u96fb\u5b50\u5831\u6539\u7248 #35\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-13630","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3xQ","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13630","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=13630"}],"version-history":[{"count":5,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13630\/revisions"}],"predecessor-version":[{"id":13637,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13630\/revisions\/13637"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}