{"id":8294,"date":"2025-09-02T01:00:00","date_gmt":"2025-09-02T01:00:00","guid":{"rendered":"http:\/\/ninzio.com\/silvertech\/?p=8294"},"modified":"2025-11-11T07:43:43","modified_gmt":"2025-11-11T07:43:43","slug":"overview-of-prompt-writing-frameworks","status":"publish","type":"post","link":"https:\/\/goteech.io\/zh-hk\/blog\/learn\/overview-of-prompt-writing-frameworks\/","title":{"rendered":"Overview of Prompt-Writing Frameworks"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"8294\" class=\"elementor elementor-8294\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cbfad5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cbfad5b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-85a16e6\" data-id=\"85a16e6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0fbce63 elementor-toc--minimized-on-desktop elementor-widget elementor-widget-table-of-contents\" data-id=\"0fbce63\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:&quot;post-recommend, post-recommend-grid&quot;,&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;far fa-circle&quot;,&quot;library&quot;:&quot;fa-regular&quot;},&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;_animation&quot;:&quot;none&quot;,&quot;minimized_on&quot;:&quot;desktop&quot;,&quot;headings_by_tags&quot;:[&quot;h4&quot;],&quot;minimize_box&quot;:&quot;yes&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\t\u5167\u5bb9\u76ee\u9304\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__0fbce63\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__0fbce63\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__0fbce63\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adb21d2 elementor-widget elementor-widget-spacer\" data-id=\"adb21d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t<div class=\"elementor-element elementor-element-89c4ab8 elementor-widget elementor-widget-wp-widget-text\" data-id=\"89c4ab8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><p>Crafting effective prompts isn\u2019t just about asking a question\u2014it\u2019s about communicating intent clearly. <\/p>\n<p>Over the past two years, AI researchers and practitioners have converged on several structured frameworks that make prompt writing more systematic. Among these, Google\u2019s five-part framework has become one of the most referenced models, shaping how creators, developers, and teams interact with large language models (LLMs).<\/p>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c410a2a elementor-widget elementor-widget-wp-widget-text\" data-id=\"c410a2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><h4 style=\"margin-bottom: 12px\">How Google Developed Its Five-Part Framework<\/h4>\n<p>Google\u2019s How to Write a Prompt guide didn\u2019t appear overnight. It evolved from extensive UX research and thousands of real prompts tested across its AI products like Bard and Vertex AI.<\/p>\n<p>By studying how different prompt formats affected quality, clarity, and user satisfaction, Google identified five elements that consistently improved output:<\/p>\n<ul>\n<li><b>Persona:<\/b> Define who the AI should \u201cbe.\u201d For example, \u201cAct as a marketing strategist\u2026\u201d<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>Aim:<\/b> Start with a clear action verb that expresses the goal.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>Recipients:<\/b> Clarify who the response is for (e.g., customers, students, engineers).<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>Theme:<\/b> Set stylistic parameters such as tone, format, or length.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>Structure:<\/b> Specify how you want the answer presented\u2014bullets, outline, table, or code.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"> <\/i><\/li>\n<\/ul>\n<p>These principles were refined through iterative A\/B testing. The result is a lightweight yet flexible framework that users\u2014from students to enterprise teams\u2014can easily apply across creative, analytical, and technical contexts.<\/p>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-243bfc7 elementor-widget elementor-widget-wp-widget-text\" data-id=\"243bfc7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><h4 style=\"margin-bottom: 12px\">Other Notable Prompt-Writing Frameworks<\/h4>\n<p>While Google\u2019s approach has become widely adopted, other frameworks have emerged from both the prompt-engineering community and related disciplines. They share similar goals\u2014clarity, completeness, and repeatability\u2014but differ slightly in focus and terminology.<\/p>\n<div class=\"table-scroll\">\n<table class=\"wide-table\" style=\"border-collapse: separate;border-spacing: 0;border-radius: 10px;width: 100%\">\n<tbody>\n<tr style=\"background-color: #0077cb;color:#ffffff\">\n<th style=\"width: 20%\">Framework<\/th>\n<th style=\"width: 40%\">Components<\/th>\n<th style=\"width: 40%\">Emphasis<\/th>\n<\/tr>\n<tr>\n<td><b>ACE<\/b><\/td>\n<td>Action, Context, Example<\/td>\n<td>Focuses on clarity through examples \u2014 instructs the model, provides context, and shows sample outputs.<\/td>\n<\/tr>\n<tr>\n<td><b>CLEAR<\/b><\/td>\n<td>Context, Language, Examples, Ask, Review<\/td>\n<td>Encourages iterative refinement \u2014 adds a \u201cReview\u201d step to improve prompts based on early responses.<\/td>\n<\/tr>\n<tr>\n<td><b>MARGE<\/b><\/td>\n<td>Model, Audience, Role, Goal, Example<\/td>\n<td>Starts by naming the model being used and aligns the prompt to its capabilities and target audience.<\/td>\n<\/tr>\n<tr>\n<td><b>Four-P<\/b><\/td>\n<td>Persona, Purpose, Parameters, Presentation<\/td>\n<td>Closely mirrors Google\u2019s structure but expands \u201cTheme\u201d into \u201cParameters,\u201d covering tone, format, and constraints.<\/td>\n<\/tr>\n<tr>\n<td><b>ABCD<\/b> (Learning Objectives)<\/td>\n<td>Audience, Behavior, Condition, Degree<\/td>\n<td>Originally from instructional design; defines clear performance criteria and measurable goals for learning tasks.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9374270 elementor-hidden-desktop elementor-widget elementor-widget-spacer\" data-id=\"9374270\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-013bec3 elementor-widget elementor-widget-wp-widget-text\" data-id=\"013bec3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><h4 style=\"margin-bottom: 12px\">A Closer Look at Each<\/h4>\n<p>Google\u2019s How to Write a Prompt guide didn\u2019t appear overnight. It evolved from extensive UX research and thousands of real prompts tested across its AI products like Bard and Vertex AI.<\/p>\n<p>By studying how different prompt formats affected quality, clarity, and user satisfaction, Google identified five elements that consistently improved output:<\/p>\n<ul>\n<li><b>ACE<\/b> focuses on clarity through examples. It tells the model what to do, gives context, and shows a sample output.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>CLEAR<\/b> adds a review loop\u2014after seeing the first response, the user refines the prompt for better accuracy.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>MARGE<\/b> emphasizes alignment between model choice and audience. Starting with \u201cModel\u201d ensures you tailor expectations to capabilities.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>Four-P<\/b> mirrors Google\u2019s structure but combines style, tone, and length under Parameters for simplicity.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"><\/i><\/li>\n<li><b>ABCD<\/b>, though originally from education, helps frame measurable learning outcomes that LLMs can follow for training or tutoring content.<i class=\"zmdi zmdi-square-right\" aria-hidden=\"true\"> <\/i><\/li>\n<\/ul>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46ac08 elementor-widget elementor-widget-wp-widget-text\" data-id=\"e46ac08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><h4 style=\"margin-bottom: 12px\"><strong>Choosing the Right Framework<\/strong><\/h4>\n<p>Different frameworks suit different goals. The \u201cbest\u201d one depends on your workflow and what type of content you\u2019re generating.<\/p>\n<div class=\"table-scroll\">\n<table class=\"wide-table\" style=\"border-collapse: separate;border-spacing: 0;border-radius: 10px;width: 100%\">\n<tbody>\n<tr style=\"background-color: #0077cb;color:#ffffff\">\n<th style=\"width: 25%\">Goal \/ Use Case<\/th>\n<th style=\"width: 25%\">Recommended Framework<\/th>\n<th style=\"width: 50%\">Why It Works<\/th>\n<\/tr>\n<tr>\n<td><b>General content creation<\/b><\/td>\n<td>Google\u2019s Five-Part or Four-P<\/td>\n<td>Both include role, goal, tone, and format\u2014ideal for blogs, copywriting, or summaries.<\/td>\n<\/tr>\n<tr>\n<td><b>Tasks requiring examples<\/b><\/td>\n<td>ACE or MARGE<\/td>\n<td>These frameworks emphasize showing sample outputs, reducing ambiguity and rework.<\/td>\n<\/tr>\n<tr>\n<td><b>Iterative or collaborative work<\/b><\/td>\n<td>CLEAR<\/td>\n<td>Its built-in \u201cReview\u201d step encourages refinement based on feedback loops.<\/td>\n<\/tr>\n<tr>\n<td><b>Educational or training materials<\/b><\/td>\n<td>ABCD<\/td>\n<td>Aligns naturally with learning objectives and measurable outcomes.<\/td>\n<\/tr>\n<tr>\n<td><b>Technical or code-related tasks<\/b><\/td>\n<td>MARGE or Google\u2019s Framework<\/td>\n<td>Starting with \u201cModel\u201d ensures the prompt fits the tool\u2019s strengths and output format.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-952d623 elementor-hidden-desktop elementor-widget elementor-widget-spacer\" data-id=\"952d623\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f06a054 elementor-widget elementor-widget-wp-widget-text\" data-id=\"f06a054\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"textwidget\"><h4 style=\"margin-bottom: 12px\"><strong>Key Takeaways<\/strong><\/h4>\n<p>No single framework fits every situation, but they all share the same DNA: clarity, context, and control.<\/p>\n<p>A good prompt framework helps you think before you type\u2014who the AI is, what it\u2019s supposed to do, and how you want the answer presented. The result is less trial and error, more consistent outputs, and a faster path from idea to usable result.<\/p>\n<p>As AI tools evolve, expect these frameworks to keep evolving too. But the core principle will remain timeless: <b>the clearer you communicate, the smarter your AI becomes.<\/b><\/p>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5b7f9c elementor-widget elementor-widget-spacer\" data-id=\"d5b7f9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-150f1a1 e-grid-align-left elementor-shape-rounded elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"150f1a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper 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data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9482c13 align--mobileleft animated-fast align-left elementor-invisible elementor-widget elementor-widget-mae-link\" data-id=\"9482c13\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"mae-link.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n        <a class=\"master-link  icon-left\" href=\"https:\/\/goteech.io\/zh-hk\/resources\/\" >\n            <span class=\"icon unic unic-arrow-circle-left\"><\/span>            <span>\u8fd4\u56de\u60a8\u7684\u8cc7\u6e90<\/span>\n                    <\/a>\n\n        \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66725a6 elementor-widget elementor-widget-spacer\" data-id=\"66725a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u8a8d\u8b58\u591a\u7a2e\u4e3b\u6d41\u63d0\u793a\u6846\u67b6\uff0c\u5982 Google \u7684 Persona Aim Recipients Theme Structure\u3001ACE\u3001CLEAR \u8207 Four P\uff0c\u5e6b\u52a9\u4f60\u70ba\u4e0d\u540c\u60c5\u5883\u64b0\u5beb\u66f4\u6e05\u6670\u3001\u66f4\u6709\u6548\u7684 AI \u63d0\u793a\u3002<\/p>","protected":false},"author":2,"featured_media":18649,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[97],"tags":[],"class_list":["post-8294","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/posts\/8294","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/comments?post=8294"}],"version-history":[{"count":129,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/posts\/8294\/revisions"}],"predecessor-version":[{"id":18185,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/posts\/8294\/revisions\/18185"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/media\/18649"}],"wp:attachment":[{"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/media?parent=8294"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/categories?post=8294"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/goteech.io\/zh-hk\/wp-json\/wp\/v2\/tags?post=8294"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}