{"id":12576,"date":"2024-12-16T16:22:05","date_gmt":"2024-12-16T08:22:05","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12576"},"modified":"2025-07-04T07:43:41","modified_gmt":"2025-07-03T23:43:41","slug":"aie-developer-roadmap","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12576-aie-developer-roadmap","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 AI Engineer \u7684\u5b78\u7fd2 Roadmap #20"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/listmonk.aihao.tw\/uploads\/inference_ykq0N8.jpeg\" alt=\"cover\"\/><\/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\u6700\u8fd1\u5927\u5bb6\u6709\u95dc\u5fc3 OpenAI \u9023\u7e8c 12 \u5929\u7684<a href=\"https:\/\/openai.com\/12-days\/\">\u76f4\u64ad\u767c\u4f48\u6703<\/a>\u55ce?<br>\u4e0d\u904e\u5230\u76ee\u524d\u70ba\u6b62(Day 7)\u4e3b\u8981\u90fd\u662f\u95dc\u65bc ChatGPT \u7522\u54c1\u9762\u7684\u767c\u8868\uff0c\u9084\u6c92\u6709\u770b\u5230\u95dc\u65bc\u958b\u767c\u8005 API \u7684\u65b0\u6771\u897f\u99ac\u4e0a\u53ef\u4ee5\u73a9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1d <a href=\"https:\/\/www.latent.space\/p\/inference-fast-and-slow\">Inference, Fast and Slow<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u6587\u7ae0\u63d0\u4f9b\u4e86\u4e00\u500b\u5716\u8868\u662f\u76ee\u524d\u6a21\u578b\u7684\u63a8\u8ad6\u7bc4\u5f0f\u6709\u54ea\u4e9b\uff0c\u7b97\u662f\u5c0f\u5c0f\u7684\u8907\u7fd2\u4e00\u4e0b\u3002<br>\u73fe\u5728\u9664\u4e86\u5927\u6a21\u578b\u5c0f\u6a21\u578b\uff0c\u9084\u6709\u6700\u4fbf\u5b9c\u7684\u6279\u6b21\u8dd1\u3001\u63a8\u7406\u578b o1 \u6700\u8070\u660e\u3001\u5373\u6642 realtime \u578b(\u73fe\u5728\u9084\u5f88\u8cb4)\u3001\u5feb\u901f\u7de8\u8f2f\u578b(\u5c31\u4e0a\u4e00\u7bc7\u96fb\u5b50\u5831\u6211\u5011\u63d0\u5230\u7684)\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc4d <a href=\"https:\/\/roadmap.sh\/ai-engineer\">Developer Roadmap<\/a><\/h3>\n\n\n\n<p>\u77e5\u540d\u7684 Developer Roadmap \u8def\u7dda\u5716\u73fe\u5728\u4e5f\u5305\u62ec <a href=\"https:\/\/roadmap.sh\/ai-engineer\">AI Engineer<\/a> \u8ddf <a href=\"https:\/\/roadmap.sh\/prompt-engineering\">Prompt Engineering Roadmap<\/a> \u4e86\uff0c\u53ef\u4ee5\u6aa2\u67e5\u770b\u770b\u4f60\u7684 AI \u77e5\u8b58\u9ede\u6709\u6c92\u6709\u9ede\u9f4a\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udce1 <a href=\"https:\/\/www.anthropic.com\/news\/model-context-protocol\">Model Context Protocol<\/a><\/h3>\n\n\n\n<p>Anthropic \u65b0\u51fa\u4e00\u500b MCP \u5354\u5b9a\uff0c\u5b9a\u7fa9\u4e86 LLM app \u5982\u4f55\u900f\u904e MCP server \u53bb\u505a function calling (\u547c\u53eb\u5de5\u5177)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9019\u500b app \u76ee\u524d\u5c31\u662f <a href=\"https:\/\/claude.ai\/download\">Claude for Desktop app<\/a> \u800c\u5df2<\/li>\n\n\n\n<li>\u81f3\u65bc MCP server \u662f\u8dd1\u5728\u672c\u6a5f\u4e0a\uff0c\u4f60\u53ef\u4ee5\u81ea\u5df1\u5beb\u3002Anthropic \u6709\u7d66\u5f88\u591a<a href=\"https:\/\/github.com\/modelcontextprotocol\/servers\">\u7bc4\u4f8b<\/a>\u3002\u6709\u7528 Python \u7684\uff0c\u4e5f\u6709\u7528 Node.js \u7684\u7a0b\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728 Claude app (\u8acb\u91cd\u65b0\u4e0b\u8f09\u6700\u65b0\u7248\u672c) \u8a2d\u5b9a\u4e2d\uff0c\u53ef\u4ee5\u7de8\u8f2f ~\/Library\/Application Support\/Claude\/claude_desktop_config.json\uff0c\u9019\u5c31\u6703\u5728 claude app \u555f\u52d5\u6642\uff0c\u555f\u52d5\u4f60\u8a2d\u5b9a\u7684 MCP servers\u3002\u4f8b\u5982\u7bc4\u4f8b\u4e2d\u6709\u53ef\u4ee5\u64cd\u4f5c\u672c\u6a5f\u6a94\u6848\u7684 filesystem server\uff0c\u5982\u6b64\u4f60\u672c\u6a5f\u7684 claude app \u5c31\u53ef\u4ee5\u64cd\u4f5c\u6a94\u6848\u76ee\u9304\u5566\u3002<\/p>\n\n\n\n<p>\u548c ChatGPT app \u7684 custom GPT \u76f8\u6bd4\uff0c\u6211\u8a8d\u70ba\u6700\u5927\u7684\u5dee\u7570\u5728\u65bc Claude app \u7684 MCP \u5b8c\u5168\u662f\u57fa\u65bc\u672c\u6a5f\u7684\uff0c\u56e0\u6b64\u7701\u53bb\u4e86\u4e00\u4e9b\u6b0a\u9650\u9ebb\u7169\uff0c\u4f46\u662f\u672c\u6a5f\u8981\u8dd1 server \u540c\u6642\u4e5f\u589e\u52a0\u4e86\u8a2d\u5b9a\u96e3\u5ea6\uff0c\u6211\u5728\u6e2c\u8a66\u7684\u904e\u7a0b\u4e2d\u5c31\u78b0\u5230 Python \u548c Node.js \u7684\u57f7\u884c\u8def\u5f91\u554f\u984c\u3002<\/p>\n\n\n\n<p>\u8a71\u8aaa\u56de\u4f86\uff0c\u96d6\u7136\u7406\u5ff5\u4e0d\u932f\uff0c\u4f46\u662f\u6211\u8a8d\u70ba OpenAI\u3001\u5fae\u8edf\u8ddf Google \u5f88\u53ef\u80fd\u4e0d\u6703\u9075\u5faa\u9019\u5957\u5354\u5b9a\u5c31\u662f\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/imgs.xkcd.com\/comics\/standards.png\" alt=\"xkcd\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcda <a href=\"https:\/\/hamel.dev\/blog\/posts\/llm-judge\/\">Creating a LLM-as-a-Judge That Drives Business Results<\/a><\/h3>\n\n\n\n<p>\u8fd1\u671f\u95dc\u65bc LLM-as-a-Judge \u6700\u597d\u7684\u6587\u7ae0\uff0c\u900f\u904e\u9818\u57df\u5c08\u5bb6\u7684\u53c3\u8207\uff0c\u4f7f\u7528\u7c21\u55ae\u7684\u901a\u904e\/\u5931\u6557\u5224\u65b7\u70ba\u57fa\u790e\uff0c\u5efa\u7acb\u6709\u6548\u7684 LLM \u8a55\u4f30\u7cfb\u7d71\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u627e\u5230\u95dc\u9375\u9818\u57df\u5c08\u5bb6\u662f\u9996\u8981\u4efb\u52d9\uff0c\u4ed6\u5011\u5c07\u5b9a\u7fa9 AI \u7cfb\u7d71\u7684\u6210\u529f\u6a19\u6e96<\/li>\n\n\n\n<li>\u4f7f\u7528\u7c21\u55ae\u7684\u901a\u904e\/\u5931\u6557\u5224\u65b7\uff0c\u800c\u975e\u8907\u96dc\u7684\u8a55\u5206\u7cfb\u7d71\uff0c\u8b93\u8a55\u4f30\u66f4\u6709\u6548\u7387\u4e14\u660e\u78ba<\/li>\n\n\n\n<li>\u6bcf\u500b\u8a55\u4f30\u90fd\u9700\u8981\u8a73\u7d30\u8a55\u8ad6\uff0c\u9019\u4e9b\u8a55\u8ad6\u53ef\u7528\u65bc\u8a13\u7df4 LLM \u8a55\u4f30\u5668\uff0c\u4e26\u5e6b\u52a9\u91d0\u6e05\u8a55\u4f30\u6a19\u6e96<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/eugeneyan.com\/writing\/aligneval\/\">AlignEval<\/a><\/h3>\n\n\n\n<p>Eugene Yan \u767c\u5e03\u4e86\u4e00\u500b\u540d\u70ba AlignEval \u7684 LLM-as-a-Judge \u8a55\u4f30\u958b\u6e90\u5de5\u5177\uff0c\u975e\u5e38\u6709\u610f\u601d\u3002<br>\u57fa\u672c\u4e0a\u5c31\u662f\u4e00\u5957\u5c07 LLM-evaluator (\u4e5f\u662f\u4e00\u500b prompt \u7528\u4f86\u8a55\u4f30\u7528\u7684)\u8207\u4eba\u985e\u8a55\u4f30\u5c0d\u9f4a\u7684\u5de5\u5177\uff0c\u6b65\u9a5f\u662f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u4e0a\u50b3\u4e00\u500b\u5305\u542b\u8f38\u5165\u548c\u8f38\u51fa\u6b04\u4f4d\u7684 CSV \u6a94\u6848<\/li>\n\n\n\n<li>\u67e5\u770b\u6578\u64da\uff0c\u6a19\u8a18\u70ba\u901a\u904e\u6216\u5931\u6557(Pass\/Fail)<\/li>\n\n\n\n<li>\u5b9a\u7fa9 \u8a55\u4f30 \u6a19\u6e96\uff0c\u57f7\u884c LLM-evaluator \u4e26\u6aa2\u67e5\u7d50\u679c<\/li>\n\n\n\n<li>\u900f\u904e dev-test splits \u7684\u65b9\u5f0f\uff0c\u6700\u4f73\u5316\u9019\u500b LLM-evaluator<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf1f <a href=\"https:\/\/agao.substack.com\/p\/uiux-in-the-age-of-generative-ai\">\u751f\u6210\u5f0f AI \u6642\u4ee3\u7684 UI\/UX<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u6587\u7ae0\u63a2\u8a0e\u4e86\u751f\u6210\u5f0f AI \u5728\u7522\u54c1 UI\/UX \u4e2d\uff0c\u8207\u4e4b\u524d\u8edf\u9ad4\u7684\u5e7e\u500b\u91cd\u8981\u5dee\u7570\uff0c\u5305\u62ec<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u5f0f AI \u7684\u8f38\u51fa\u5177\u6709\u96a8\u6a5f\u6027\uff0c\u9700\u8981\u900f\u904e\u53ef\u7de8\u8f2f\u6027\u3001\u9650\u5236\u548c\u6a21\u677f\u7b49\u65b9\u5f0f\u4f86\u78ba\u4fdd\u7d50\u679c\u7684\u53ef\u7528\u6027<\/li>\n\n\n\n<li>\u751f\u6210\u5f0f AI \u7684\u56de\u61c9\u6709\u5ef6\u9072\uff0c\u9700\u8981\u900f\u904e\u9032\u5ea6\u6307\u793a\u5668\u548c\u975e\u540c\u6b65\u8655\u7406\u4f86\u512a\u5316\u4f7f\u7528\u8005\u9ad4\u9a57<\/li>\n\n\n\n<li>\u5c0d\u8a71\u4ecb\u9762\u4e0d\u61c9\u53ea\u9650\u65bc\u804a\u5929\u683c\u5f0f\uff0c\u9700\u8981\u7d50\u5408\u5176\u4ed6\u4e92\u52d5\u5143\u7d20\uff08\u5982\u9078\u53d6\u3001\u6307\u6a19\u7b49\uff09\u4f86\u63d0\u5347\u4f7f\u7528\u6548\u7387<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf <a href=\"https:\/\/codeinthehole.com\/tips\/llm-tdd-loop-script\/\">An LLM TDD loop<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u6587\u7ae0\u793a\u7bc4\u4e86\u4e00\u500b\u7d50\u5408 LLM \u548c TDD \u7684 Bash script:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9996\u5148\u5b9a\u7fa9\u55ae\u5143\u6e2c\u8a66(tests)<\/li>\n\n\n\n<li>\u57f7\u884c\u9019\u500b bash script\uff0c\u4ed6\u6703\u4e0d\u65b7\u8fed\u4ee3\u7522\u751f code \u8dd1\u6e2c\u8a66\uff0c\u76f4\u5230\u6240\u6709 tests \u901a\u904e<\/li>\n<\/ol>\n\n\n\n<p>\u96d6\u7136\u53ea\u662f\u4e00\u500b\u6709\u8da3\u7684 PoC \u6982\u5ff5\u9a57\u8b49\uff0c\u4f46\u9019\u53ef\u80fd\u5c31\u662f\u672a\u4f86\u8edf\u9ad4\u958b\u767c\u7684\u6a21\u5f0f\u4e86\u55ce?<br>\u5982\u679c AI \u7522\u751f\u7684\u7a0b\u5f0f\u80fd\u901a\u904e\u6240\u6709\u4f60\u64b0\u5beb\u7684\u6e2c\u8a66\uff0c\u6211\u5011\u9084\u9700\u8981\u95dc\u5fc3 clean code \u55ce?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/menlovc.com\/2024-the-state-of-generative-ai-in-the-enterprise\/\">2024: The State of Generative AI in the Enterprise<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u7531 Menlo Ventures \u767c\u5e03\u7684\u7814\u7a76\u5831\u544a\u5206\u6790\u4e86 2024 \u5e74\u4f01\u696d\u7d1a\u751f\u6210\u5f0f AI \u7684\u767c\u5c55\u73fe\u6cc1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96d6\u7136 OpenAI \u5e02\u5360\u7387\u9084\u662f\u7b2c\u4e00\uff0c\u4f46\u662f\u4efd\u984d\u88ab Anthropic \u6436\u8d70\u4e0d\u5c11<\/li>\n\n\n\n<li>RAG \u6280\u8853\u7684\u63a1\u7528\u7387\u5927\u5e45\u63d0\u5347\u5230 51% \u662f\u6700\u91cd\u8981\u7684\u67b6\u69cb\uff0c\u76f8\u6bd4\u5fae\u8abf\u6280\u8853\u53ea\u6709 9%<\/li>\n\n\n\n<li>\u4f01\u696d\u5c0d AI \u7684\u652f\u51fa\u5927\u5e45\u589e\u9577<\/li>\n\n\n\n<li>\u61c9\u7528\u65b9\u9762\uff0c\u6700\u591a\u7684\u662f AI Coding \u5beb\u7a0b\u5f0f\uff0c\u7136\u5f8c\u662f\u5ba2\u670d chatbot\u3001\u4f01\u696d\u5167\u90e8\u77e5\u8b58\u6aa2\u7d22\u3001\u6578\u64da\u63d0\u53d6\u8f49\u63db\u3001\u6703\u8b70\u6458\u8981\u7b49<\/li>\n<\/ul>\n\n\n\n<p>\u4e5f\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/quail.ink\/orange\/p\/2024-enterprise-ai-usage-report-claude-share-doubles-rag-standard-code-generation-widely-used\">\u7c21\u9ad4\u7248<\/a>\u6574\u7406\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6700\u5f8c\uff0c\u6211\u5728\u5e74\u5e95 2024\/12\/27 <a href=\"https:\/\/webconf.tw\/agenda\/day1-5-m\">WebConf Taiwan<\/a> \u7814\u8a0e\u6703 \u6709\u4e00\u5834\u5206\u4eab\u8b1b Agent \u61c9\u7528\u958b\u767c\u3002<br>\u6b61\u8fce<a href=\"https:\/\/www.accupass.com\/event\/2409191151131735941095\">\u8cfc\u7968\u53c3\u52a0<\/a>\uff0c\u552e\u7968\u622a\u6b62\u65e5\u671f\u662f 12\/20 12:30\u3002<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u6700\u8fd1\u5927\u5bb6\u6709\u95dc\u5fc3 OpenAI \u9023\u7e8c 12 \u5929\u7684 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12576-aie-developer-roadmap\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 AI Engineer \u7684\u5b78\u7fd2 Roadmap #20\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-12576","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3gQ","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12576","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=12576"}],"version-history":[{"count":4,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12576\/revisions"}],"predecessor-version":[{"id":12613,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12576\/revisions\/12613"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12576"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12576"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12576"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}