{"id":11996,"date":"2024-04-17T20:00:00","date_gmt":"2024-04-17T12:00:00","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=11996"},"modified":"2025-07-04T07:31:14","modified_gmt":"2025-07-03T23:31:14","slug":"prompt-optimization","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/11996-prompt-optimization","title":{"rendered":"\u6dfa\u8ac7 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u5de5\u5177"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>2025\/5 \u6700\u65b0\u7b46\u8a18\u8acb\u524d\u5f80: <a href=\"https:\/\/ihower.tw\/notes\/AI-Engineer\/Prompting\/Automatic+Prompt+Optimization+%E7%9B%B8%E9%97%9C%E6%8A%80%E5%B7%A7\">Automatic Prompt Optimization \u76f8\u95dc\u6280\u5de7<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u9019\u662f 2024\/4\/17 \u6211\u5728<a href=\"https:\/\/gaiconf.notion.site\/6bcd7b56db3e471e96ba5a85bae73db2\">\u751f\u6210\u5f0f AI \u5c0f\u805a<\/a>\u505a\u7684\u4e00\u583410\u5206\u9418\u77ed\u8b1b\uff0c\u4ecb\u7d39\u5e7e\u5957 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u7684\u5de5\u5177\u548c Papers \u767c\u5c55:<\/p>\n\n\n\n<iframe src=\"https:\/\/gamma.app\/embed\/hjhqmaqlpqtcfxo\" style=\"width: 700px; max-width: 100%; height: 450px\" allow=\"fullscreen\" title=\"\u6dfa\u8ac7 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u5de5\u5177\"><\/iframe>\n\n\n\n<p>\u6295\u5f71\u7247:&nbsp;<a href=\"https:\/\/gamma.app\/docs\/Prompt--hjhqmaqlpqtcfxo\">gamma.app\/docs\/Prompt&#8211;hjhqmaqlpqtcfxo<\/a><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u6240\u6709\u5f15\u7528\u5230\u7684\u5167\u5bb9\u9023\u7d50:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u8a00 paper: <a href=\"https:\/\/arxiv.org\/abs\/2402.10949\">arxiv.org\/abs\/2402.10949<\/a><\/li>\n\n\n\n<li>APE\n<ul class=\"wp-block-list\">\n<li>paper: <a href=\"https:\/\/arxiv.org\/abs\/2211.01910\">arxiv.org\/abs\/2211.01910<\/a><\/li>\n\n\n\n<li>code: <a href=\"https:\/\/github.com\/keirp\/automatic_prompt_engineer\">github.com\/keirp\/automatic_prompt_engineer<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>gpt-prompt-engineer\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/mshumer\/gpt-prompt-engineer\">github.com\/mshumer\/gpt-prompt-engineer<\/a><\/li>\n\n\n\n<li>\u6211\u7684\u4fee\u6539\u7248\u672c: <a href=\"https:\/\/drive.google.com\/drive\/folders\/1ombR5ET7akm2EDx9F0bFRKbeAgiL-PBk\">drive.google.com\/drive\/folders\/1ombR5ET7akm2EDx9F0bFRKbeAgiL-PBk<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>APO\n<ul class=\"wp-block-list\">\n<li>paper: <a href=\"https:\/\/arxiv.org\/abs\/2305.03495\">arxiv.org\/abs\/2305.03495<\/a><\/li>\n\n\n\n<li>code: <a href=\"https:\/\/github.com\/microsoft\/LMOps\/tree\/main\/prompt_optimization\">github.com\/microsoft\/LMOps\/tree\/main\/prompt_optimization<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>OPRO\n<ul class=\"wp-block-list\">\n<li>paper: <a href=\"https:\/\/arxiv.org\/abs\/2309.03409\">arxiv.org\/abs\/2309.03409<\/a><\/li>\n\n\n\n<li>code: <a href=\"https:\/\/github.com\/google-deepmind\/opro\">github.com\/google-deepmind\/opro<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>PE2\n<ul class=\"wp-block-list\">\n<li>paper: <a href=\"https:\/\/arxiv.org\/abs\/2311.05661\">arxiv.org\/abs\/2311.05661<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>AutoPrompt\n<ul class=\"wp-block-list\">\n<li>paper: <a href=\"https:\/\/github.com\/Eladlev\/AutoPrompt\">github.com\/Eladlev\/AutoPrompt<\/a><\/li>\n\n\n\n<li>code: <a href=\"https:\/\/github.com\/Eladlev\/AutoPrompt\">github.com\/Eladlev\/AutoPrompt<\/a><\/li>\n\n\n\n<li>Argilla: <a href=\"https:\/\/docs.argilla.io\/en\/latest\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">docs.argilla.io\/en\/latest\/index.html<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>DSPy\n<ul class=\"wp-block-list\">\n<li>code: <a href=\"https:\/\/github.com\/stanfordnlp\/dspy\">github.com\/stanfordnlp\/dspy<\/a><\/li>\n\n\n\n<li>Intro to DSPy \u6587\u7ae0: <a href=\"https:\/\/towardsdatascience.com\/intro-to-dspy-goodbye-prompting-hello-programming-4ca1c6ce3eb9\">towardsdatascience.com\/intro-to-dspy-goodbye-prompting-hello-programming-4ca1c6ce3eb9<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Claude 3 \u7684 metaprompt\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.anthropic.com\/claude\/docs\/helper-metaprompt-experimental\">docs.anthropic.com\/claude\/docs\/helper-metaprompt-experimental<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>2025\/5 \u6700\u65b0\u7b46\u8a18\u8acb\u524d\u5f80: Automatic Prompt Optimization \u76f8\u95dc\u6280\u5de7 \u9019\u662f 2 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/11996-prompt-optimization\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u6dfa\u8ac7 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u5de5\u5177\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":[80],"tags":[],"class_list":["post-11996","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-37u","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11996","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=11996"}],"version-history":[{"count":11,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11996\/revisions"}],"predecessor-version":[{"id":12895,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/11996\/revisions\/12895"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=11996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=11996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=11996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}