{"id":2894,"date":"2025-04-15T09:45:27","date_gmt":"2025-04-15T01:45:27","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2894"},"modified":"2025-04-15T09:45:27","modified_gmt":"2025-04-15T01:45:27","slug":"202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-prompt-engineering-a-prompt-engineer","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-prompt-engineering-a-prompt-engineer\/","title":{"rendered":"202504 \u8bba\u6587\u7814\u8bfb-Prompt Engineering a Prompt Engineer"},"content":{"rendered":"\n<p>\u4f5c\u8005\u4e0e\u5355\u4f4d\uff1aQinyuan Ye\uff0c Maxamed Axmed\uff0c Reid Pryzant\uff0c Fereshte Khani\uff1b University of Southern California \uff0cMicrosoft<br>\u6765\u6e90\uff1aACL<br>\u53d1\u8868\u65f6\u95f4\uff1a2024<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"480\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-27-1024x480.png\" alt=\"\" class=\"wp-image-2895\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-27-1024x480.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-27-300x141.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-27-768x360.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-27.png 1214w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">APE<\/h2>\n\n\n\n<p>LANGUAGE MODELS ARE HUMAN-LEVEL PROMPT ENGINEERS<\/p>\n\n\n\n<p>\u8be5\u65b9\u6cd5\u5c06\u81ea\u52a8\u751f\u6210\u63d0\u793a\u89c6\u4e3a\u9ed1\u76d2\u4f18\u5316\u95ee\u9898\u3002\u6839\u636e\u5185\u5bb9\u751f\u6210\u5019\u9009\u63d0\u793a\uff0c\u5229\u7528\u8bc4\u5206\u51fd\u6570\u8fdb\u884c\u8bc4\u5206\uff0c\u9009\u62e9\u5f97\u5206\u6700\u9ad8\u7684\u63d0\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"432\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-28-1024x432.png\" alt=\"\" class=\"wp-image-2896\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-28-1024x432.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-28-300x126.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-28-768x324.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-28.png 1276w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">ProTeGi (APO)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"437\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-29-1024x437.png\" alt=\"\" class=\"wp-image-2897\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-29-1024x437.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-29-300x128.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-29-768x328.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-29.png 1273w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">PE2<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-30-1024x604.png\" alt=\"\" class=\"wp-image-2898\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-30-1024x604.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-30-300x177.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-30-768x453.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-30.png 1066w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">meta-prompt\u7ec4\u4ef6<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"658\" height=\"460\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-31.png\" alt=\"\" class=\"wp-image-2899\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-31.png 658w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-31-300x210.png 300w\" sizes=\"auto, (max-width: 658px) 100vw, 658px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"636\" height=\"529\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-32.png\" alt=\"\" class=\"wp-image-2900\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-32.png 636w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-32-300x250.png 300w\" sizes=\"auto, (max-width: 636px) 100vw, 636px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"702\" height=\"549\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-33.png\" alt=\"\" class=\"wp-image-2901\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-33.png 702w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/image-33-300x235.png 300w\" sizes=\"auto, (max-width: 702px) 100vw, 702px\" \/><\/figure>\n\n\n\n<p>1.PE2\u65b9\u6cd5 \u5728\u591a\u4e2a\u8bed\u8a00\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\u57fa\u51c6\u65b9\u6cd5\uff0c\u5305\u62ec Iterative APE \u548c APO\u3002<br>2.PE2\u5728\u53cd\u4e8b\u5b9e\u4efb\u52a1\u548c\u751f\u4ea7\u63d0\u793a\u4f18\u5316\u65b9\u9762\u4e0a\u8868\u73b0\u5c24\u4e3a\u6709\u6548<br>3.PE2\u76f8\u6bd4\u4e0eAPO\u548cAPE\u80fd\u751f\u6210\u66f4\u5177\u6709\u9488\u5bf9\u6027\u548c\u9ad8\u8d28\u91cf\u7684\u63d0\u793a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u5185\u5bb9\u603b\u7ed3\uff1a<\/h2>\n\n\n\n<p>\u4f7f\u7528APE\u65b9\u6cd5\u751f\u6210\u521d\u59cbprompt\uff0c\u5229\u7528APO\uff08ProTeGi\uff09\u65b9\u6cd5\u8fdb\u884cprompt\u4f18\u5316\uff0c\u4e3a\u4f18\u5316\u8fc7\u7a0b\u4e2d\u7684meta-prompt\u6dfb\u52a0\u4e09\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a\u4e24\u6b65\u4efb\u52a1\u63cf\u8ff0\u3001\u9010\u6b65\u63a8\u7406\u6a21\u7248\u3001\u4e0a\u4e0b\u6587\u89c4\u8303<br>meta-prompt\uff1a\u4f7fllm\u6839\u636e\u5df2\u6709\u7684prompt\u751f\u6210\u610f\u4e49\u76f8\u8fd1\u5e76\u4e14\u89e3\u51b3\u9519\u8bef\u539f\u56e0\u7684\u65b0\u7684prompt\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\u4e0e\u5355\u4f4d\uff1aQinyuan Ye\uff0c Maxamed Axmed\uff0c Reid Pryzant\uff0c Fereshte [&hellip;]<\/p>\n","protected":false},"author":66,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2894","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2894","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/66"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2894"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2894\/revisions"}],"predecessor-version":[{"id":2902,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2894\/revisions\/2902"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2894"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2894"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2894"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}