{"id":12611,"date":"2025-01-09T13:42:37","date_gmt":"2025-01-09T05:42:37","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12611"},"modified":"2025-07-04T07:43:11","modified_gmt":"2025-07-03T23:43:11","slug":"aie-ai-agents","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12611-aie-ai-agents","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u4ee3\u7406\u4eba AI Agents \u7279\u8f2f #21"},"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\/archives\/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\/agent_LKoLcr.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\u96c6\u662f AI Agents \u4ee3\u7406\u4eba\u7279\u8f2f\uff0c\u4ee5\u4e0b\u662f\u6211\u7684\u63a8\u85a6\u5167\u5bb9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd1d <a href=\"https:\/\/ihower.tw\/presentation\/ihower-agents-202412.pdf\">\u6dfa\u8ac7 LLM-based AI Agents \u61c9\u7528\u958b\u767c \u6295\u5f71\u7247<\/a><\/h3>\n\n\n\n<p>\u9019\u662f\u6211\u5728 <a href=\"https:\/\/webconf.tw\/agenda\/day1-5-m\">WebConf Taiwan 2024<\/a> \u5206\u4eab\u7684\u6f14\u8b1b\u6295\u5f71\u7247 PDF(14mb)\u3002\u96d6\u662f\u6dfa\u8ac7\u4f46\u81ea\u8a8d\u8aa0\u610f\u6eff\u6eff\uff0c\u76f8\u4fe1\u53ea\u770b\u6295\u5f71\u7247\u4e5f\u80fd\u6709\u4e0d\u5c11\u6536\u7a6b\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u8b70\u7a0b\u4ecb\u7d39:<\/p>\n\n\n\n<p>AI Agent\uff01Multi-Agents\uff01Agentic Workflow! \u9019\u4e9b\u5145\u65a5\u696d\u754c\u7684 buzzword \u88ab\u5439\u6367\u5f97\u5982\u5922\u4f3c\u5e7b\uff0c\u9019\u5834\u6f14\u8b1b\u5c07\u6df1\u5165\u6dfa\u51fa\u63a2\u8a0e\u9019\u9805\u6280\u8853\uff0c\u7528\u6a38\u5be6\u7684\u6280\u8853\u5be6\u4f5c\u8aaa\u660e\u5176\u6838\u5fc3\u539f\u7406\uff0c\u63ed\u793a\u5176\u771f\u5be6\u7684\u904b\u4f5c\u3001\u80fd\u529b\u7bc4\u7587\u8207\u4fb7\u9650\u3002\u5e0c\u671b\u80fd\u8b93\u60a8\u9047\u5230\u9019\u4e9b buzzword \u6642\uff0c\u4e0d\u518d\u53ea\u662f\u88ab\u8868\u9762\u6240\u8ff7\u60d1\uff0c\u800c\u662f\u80fd\u5920\u770b\u7a7f\u5176\u6280\u8853\u672c\u8cea\uff0c\u6d1e\u6089\u6d6e\u83ef\u80cc\u5f8c\u7684\u771f\u76f8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc4d <a href=\"https:\/\/www.anthropic.com\/research\/building-effective-agents\">Building effective agents<\/a><\/h3>\n\n\n\n<p>\u7531 Anthropic \u95e1\u8ff0\u4e86\u95dc\u65bc Agents \u548c Workflow \u67b6\u69cb\u7684\u908f\u8f2f\uff0c\u4ee5\u53ca\u5e38\u898b\u7684\u8a2d\u8a08\u6a21\u5f0f\u3002\u975e\u5e38\u503c\u5f97\u4e00\u8b80\u3002\u5728\u6211\u6295\u5f71\u7247\u4e2d\u4e5f\u6709\u5f15\u7528\u4e26\u88dc\u5145\u6848\u4f8b\u3002<\/p>\n\n\n\n<p>\u958b\u767c LLM \u61c9\u7528\u7684\u76ee\u6a19\u4e26\u4e0d\u662f\u8981\u5efa\u7acb\u6700\u8907\u96dc\u7684\u7cfb\u7d71\uff0c\u800c\u662f\u6839\u64da\u9700\u6c42\u5efa\u7acb\u5408\u9069\u7684\u7cfb\u7d71\u3002\u5f9e\u7c21\u55ae\u7684\u63d0\u793a\u958b\u59cb\uff0c\u901a\u904e\u8a55\u4f30\u6700\u4f73\u5316\u3002\u7576\u9700\u8981\u66f4\u591a\u8907\u96dc\u6027\u6642\uff0cWorkflow \u63d0\u4f9b\u53ef\u63a7\u6027\u548c\u4e00\u81f4\u6027\u3002\u7576\u9700\u8981\u66f4\u9748\u6d3b\u7684\u6a21\u578b\u9a45\u52d5\u6c7a\u7b56\u6642\uff0c\u4ee3\u7406\u4eba Agent \u4e0a\u5834\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/www.youtube.com\/watch?v=XiySC-d346E\">Building and Testing Reliable Agents \u5f71\u7247<\/a><\/h3>\n\n\n\n<p>\u9019\u662f Lance Martin \u5728 AI Engineering World&#8217;s Fair \u5de5\u4f5c\u574a\u7684\u5167\u5bb9\uff0c\u8b1b\u89e3\u4e86 Chain, Agent(LangGraph), Agent(for loop) \u7b49\u5be6\u4f5c\u6bd4\u8f03\u3002<br>\u96d6\u7136\u662f 2024 \u5e74\u4e2d\u7684\u5167\u5bb9\uff0c\u4f46\u6211\u89ba\u5f97\u9084\u662f\u5f88\u68d2\uff0c\u63a8\u85a6\u7d66\u9084\u6c92\u770b\u904e\u7684\u670b\u53cb\u3002<\/p>\n\n\n\n<p>\u9664\u4e86<a href=\"https:\/\/www.youtube.com\/watch?v=XiySC-d346E\">22\u5206\u9418\u7248\u672c<\/a>\uff0c\u4e5f\u6709<a href=\"https:\/\/www.youtube.com\/watch?v=ib-wTAvCZqg\">\u73fe\u5834\u9304\u5f712\u5c0f\u6642\u7248\u672c<\/a>\u4ee5\u53ca<a href=\"https:\/\/docs.google.com\/presentation\/d\/1QWkXi4DYjfw94eHcy9RMLqpQdJtS2C_kx_u7wAUvlZE\/preview?slide=id.g273e7f400bc_0_0\">\u6295\u5f71\u7247<\/a>\u3002<\/p>\n\n\n\n<p>\u6ce8\u610f\u9019\u500b\u6642\u9593\u9ede\u9084\u53eb\u505a Chain \u6216 Flow Enginnering\uff0c\u4f46\u5230 2024 \u4e0b\u534a\u5e74\u67d0\u500b\u6642\u9593\u9ede\uff0c\u793e\u7fa4\u5c31\u901a\u901a\u6539\u53eb\u505a Agentic workflow \u4e86\uff0c\u90fd\u662f\u4e00\u6a23\u7684\u6771\u897f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde0 <a href=\"https:\/\/www.youtube.com\/watch?v=sal78ACtGTc\">Andrew Ng \u7684 Agentic Design Patterns \u5f71\u7247<\/a><\/h3>\n\n\n\n<p>\u9019\u662f Andrew Ng \u5728 2024 \u5e74\u521d\u7684\u5167\u5bb9\uff0c\u9019\u6709<a href=\"https:\/\/twitter.com\/op7418\/status\/1773245031350149168\">\u7c21\u4e2d\u5b57\u5e55\u7248<\/a>\u3002<br>\u5167\u5bb9\u6bd4\u8f03\u6dfa\uff0c\u82e5\u4f60\u5c0d Agent \u9084\u4e0d\u719f\u53ef\u4ee5\u770b\u770b\uff0c\u9577\u5ea6\u53ea\u670913\u5206\u9418\uff0c\u4ecb\u7d39\u4e86\u56db\u7a2e\u8a2d\u8a08\u6a21\u5f0f\uff0c\u5433\u6069\u9054\u8001\u5e2b\u4e5f\u5206\u5225\u5beb\u6587\u4ecb\u7d39\u904e\uff0c\u5206\u5225\u662f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/agentic-design-patterns-part-2-reflection\/\">Reflection<\/a> \u53cd\u601d<\/li>\n\n\n\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/agentic-design-patterns-part-3-tool-use\/\">Tool Use<\/a> \u5de5\u5177\u4f7f\u7528<\/li>\n\n\n\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/agentic-design-patterns-part-4-planning\/\">Planning<\/a> \u898f\u5283<\/li>\n\n\n\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/issue-245\/\">Multiagent collaboration<\/a> \u591a\u4ee3\u7406\u4eba<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfaf <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/reasoning-with-o1\/\">Reasoning with o1<\/a><\/h3>\n\n\n\n<p>OpenAI \u7684\u63a8\u7406\u578b\u6a21\u578b o1 \u51fa\u4f86\u4e00\u9663\u5b50\u4e86\uff0c\u4f46\u662f\u8981\u5982\u4f55\u6b63\u78ba prompting \u4ee5\u53ca\u80fd\u6709\u4ec0\u9ebc\u61c9\u7528\uff0c\u5f88\u591a\u4eba\u9084\u662f\u4e0d\u592a\u6e05\u695a\u8ddf\u4e00\u822c\u7684 LLM \u6709\u4ec0\u9ebc\u5dee\u5225\u3002<br>\u9664\u4e86 <a href=\"https:\/\/platform.openai.com\/docs\/guides\/reasoning\">OpenAI \u5b98\u65b9\u6587\u4ef6<\/a> \u4e4b\u5916\uff0c\u6211\u975e\u5e38\u63a8\u85a6\u9019\u500b OpenAI \u5b98\u65b9\u548c DeepLearning.AI \u4e00\u8d77\u88fd\u4f5c\u7684\u8ab2\u7a0b\u3002<br>\u6211\u8a8d\u70ba\u63a8\u7406\u578b\u6a21\u578b\u5c07\u6703\u662f Agent \u7684\u91cd\u8981\u5927\u8166\uff0c\u8ca0\u8cac planning \u898f\u5283\u7684\u4f5c\u7528(\u8ab2\u7a0b\u4e2d\u6709\u6b64\u6848\u4f8b)\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc40 2024 AI Agents \u767c\u5c55\u56de\u9867<\/h3>\n\n\n\n<p>\u6642\u9593\u9032\u5230 2025 \u5e74\uff0c\u6709\u8a31\u591a\u95dc\u65bc 2024 \u5e74\u56de\u9867\u7684\u6587\u7ae0\uff0c\u6211\u63a8\u85a6\u4ee5\u4e0b\u5e7e\u7bc7:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.letta.com\/blog\/ai-agents-stack\">The AI agents stack<\/a> \u7c21\u55ae\u770b\u4e00\u4e0b\u76ee\u524d Agents \u7684\u5e02\u5834\u5730\u5716<\/li>\n\n\n\n<li><a href=\"https:\/\/newsletter.victordibia.com\/p\/ai-agents-2024-rewind-a-year-of-building\">AI Agents 2024 Rewind &#8211; A Year of Building and Learning<\/a> \u4e94\u500b\u95dc\u9375\u89c0\u5bdf<\/li>\n\n\n\n<li><a href=\"https:\/\/www.latent.space\/p\/2024-agents\">Latent Space: 2024 in Agents<\/a> \u5305\u542b\u4e86\u4e00\u583450\u5206\u9418\u7684talk\uff0c\u6c92\u7a7a\u770b\u7684\u8a71\u53ef\u4ee5\u7ffb\u7ffb <a href=\"https:\/\/docs.google.com\/presentation\/d\/1MQzcsaohM2KfhN9HtY0c8vkvZXZBZ47lXrAL0QDe_nU\/edit#slide=id.g2f602927918_0_313\">\u6295\u5f71\u7247<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/simonwillison.net\/2024\/Dec\/31\/llms-in-2024\/\">Things we learned about LLMs in 2024<\/a> Simon Willison \u5927\u5927\u7684\u4e00\u6574\u5e74\u56de\u9867<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcda <a href=\"https:\/\/huyenchip.com\/2025\/01\/07\/agents.html\">Chip Huyen \u7684 Agents<\/a><\/h3>\n\n\n\n<p>Chip Huyen \u662f\u4e0a\u500b\u6708\u624d\u5b8c\u7a3f\u51fa\u7248\u7684 <a href=\"https:\/\/www.oreilly.com\/library\/view\/ai-engineering\/9781098166298\/\">AI Engineering<\/a> \u4e00\u66f8\u7684\u4f5c\u8005\uff0c\u9019\u7bc7 Agents \u7d9c\u8ff0\u6587\u7ae0\u6539\u7de8\u81ea\u66f8\u4e2d\u7684 Agents \u7ae0\u7bc0\uff0c\u6df1\u5165\u63a2\u8a0e\u4e86 Agent \u6700\u91cd\u8981\u7684\u5169\u500b\u80fd\u529b: \u5de5\u5177\u548c\u898f\u5283\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf1f <a href=\"https:\/\/courses.arize.com\/p\/ai-agents-mastery\">Agents Masterclass<\/a><\/h3>\n\n\n\n<p>\u7531 LLMOps \u5ee0\u5546 Arize \u88fd\u4f5c\u7684 AI Agents \u8ab2\u7a0b\uff0c\u5305\u62ec\u67b6\u69cb\u3001\u6846\u67b6\u6bd4\u8f03\u3001\u8a55\u4f30\u7b49\u5167\u5bb9<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/language-agent-tutorial.github.io\/\">Language Agents: Foundations, Prospects, and Risks<\/a><\/h3>\n\n\n\n<p>\u9019\u662f\u4f86\u81ea\u5b78\u754c EMNLP \u7814\u8a0e\u6703\u7684\u4e00\u65e5 Agents \u8ab2\u7a0b\u5167\u5bb9\uff0c\u5167\u5bb9\u975e\u5e38\u591a\uff0c\u63d0\u4f9b\u5c0d\u8a9e\u8a00\u4ee3\u7406\u4eba\u7684\u5168\u9762\u63a2\u8a0e\u3002<br>\u60f3\u807d\u4e2d\u6587\u89e3\u8aaa\u7684\u8a71\uff0c\u4e5f\u53ef\u4ee5\u770b\u53f0\u5927\u9673\u7e15\u5102\u8001\u5e2b\u7684<a href=\"https:\/\/www.youtube.com\/@VivianMiuLab\/videos\">\u8ab2\u7a0b\u9304\u5f71 12.1~12.5<\/a> \u662f Agents \u76f8\u95dc\u7684\u5167\u5bb9<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ee5\u4e0a\u770b\u4e0b\u4f86\uff0c\u4f60\u6703\u767c\u73fe\u91cd\u9ede\u5728\u65bc\u7406\u89e3 Agentic Workflow \u548c Agent \u5143\u4ef6\u7684\u67b6\u69cb\uff0c\u63a5\u8457\u5c31\u662f\u6df1\u5165\u5de5\u5177\u53ca\u898f\u5283\u80fd\u529b: \u5982\u4f55\u628a\u5de5\u5177\u7528\u66f4\u597d\u3001\u5982\u4f55\u8b93\u898f\u5283\u66f4\u6e96\u3002\u9019\u4e9b\u5927\u6982\u5c31\u662f\u76ee\u524d Agents \u61c9\u7528\u958b\u767c\u7684\u95dc\u9375\u4e86\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u95dc\u65bc Agents \u7684\u6280\u8853\u8cc7\u6599\uff0c\u53ef\u4ee5\u53c3\u8003\u6211\u7684 <a href=\"https:\/\/ihower.tw\/notes\/agent-guideline\">Agent \u958b\u767c\u77e5\u8b58\u5eab\u7b46\u8a18<\/a><\/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\/12611-aie-ai-agents\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 \u4ee3\u7406\u4eba AI Agents \u7279\u8f2f #21\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-12611","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3hp","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12611","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=12611"}],"version-history":[{"count":1,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12611\/revisions"}],"predecessor-version":[{"id":12612,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12611\/revisions\/12612"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12611"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12611"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12611"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}