Introduction to prompt design | Gemini API

<!doctype html> <html lang="en" dir="ltr"> <head> <meta name="google-signin-client-id" content="157101835696-ooapojlodmuabs2do2vuhhnf90bccmoi.apps.googleusercontent.com"> <meta name="google-signin-scope" content="profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award"> <meta property="og:site_name" content="Google AI for Developers"> <meta property="og:type" content="website"><meta name="theme-color" content="#1967d2"><meta charset="utf-8"> <meta content="IE=Edge" http-equiv="X-UA-Compatible"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="manifest" href="/_pwa/googledevai/manifest.json" crossorigin="use-credentials"> <link rel="preconnect" href="//www.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.googleapis.com" crossorigin> <link rel="preconnect" href="//apis.google.com" crossorigin> <link rel="preconnect" href="//www.google-analytics.com" crossorigin><link rel="stylesheet" href="//fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"> <link rel="stylesheet" href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/favicon-new.png"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png"><link rel="canonical" href="https://ai.google.dev/gemini-api/docs/prompting-intro"><link rel="search" type="application/opensearchdescription+xml" title="Google AI for Developers" href="https://ai.google.dev/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://ai.google.dev/gemini-api/docs/prompting-intro" /><link rel="alternate" hreflang="x-default" href="https://ai.google.dev/gemini-api/docs/prompting-intro" /><link rel="alternate" hreflang="ar" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=ar" /><link rel="alternate" hreflang="bn" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=bn" /><link rel="alternate" hreflang="zh-Hans" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=zh-tw" /><link rel="alternate" hreflang="fa" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=fa" /><link rel="alternate" hreflang="fr" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=fr" /><link rel="alternate" hreflang="de" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=de" /><link rel="alternate" hreflang="he" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=he" /><link rel="alternate" hreflang="hi" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=hi" /><link rel="alternate" hreflang="id" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=id" /><link rel="alternate" hreflang="it" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=it" /><link rel="alternate" hreflang="ja" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=ja" /><link rel="alternate" hreflang="ko" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=ko" /><link rel="alternate" hreflang="pl" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=pl" /><link rel="alternate" hreflang="pt-BR" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=pt-br" /><link rel="alternate" hreflang="ru" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=ru" /><link rel="alternate" hreflang="es-419" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=es-419" /><link rel="alternate" hreflang="th" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=th" /><link rel="alternate" hreflang="tr" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=tr" /><link rel="alternate" hreflang="vi" href="https://ai.google.dev/gemini-api/docs/prompting-intro?hl=vi" /><title>Introduction to prompt design  |  Gemini API  |  Google AI for Developers</title> <meta property="og:title" content="Introduction to prompt design  |  Gemini API  |  Google AI for Developers"><meta property="og:url" content="https://ai.google.dev/gemini-api/docs/prompting-intro"><meta property="og:image" content="https://ai.google.dev/static/site-assets/images/share-gemini-api.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="675"><meta property="og:locale" content="en"><meta name="twitter:card" content="summary_large_image"><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Article", "headline": "Introduction to prompt design" } </script><script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [{ "@type": "ListItem", "position": 1, "name": "Gemini API", "item": "https://ai.google.dev/gemini-api" },{ "@type": "ListItem", "position": 2, "name": "Introduction to prompt design", "item": "https://ai.google.dev/gemini-api/docs/prompting-intro" }] } </script> <link rel="stylesheet" href="/extras.css"></head> <body class="" template="page" theme="googledevai-theme" type="article" layout="docs" display-toc pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <section class="devsite-wrapper"> <devsite-cookie-notification-bar></devsite-cookie-notification-bar><devsite-header role="banner" keep-tabs-visible> <div class="devsite-header--inner nocontent"> <div class="devsite-top-logo-row-wrapper-wrapper"> <div class="devsite-top-logo-row-wrapper"> <div class="devsite-top-logo-row"> <button type="button" id="devsite-hamburger-menu" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Navigation menu button" visually-hidden aria-label="Open menu"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="geminiAPI" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://ai.google.dev/_static/googledevai/images/lockup-new.svg" class="devsite-site-logo" alt="Gemini API"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> </li> </ul> </span> </div> <div class="devsite-top-logo-row-middle"> <div class="devsite-header-upper-tabs"> <devsite-tabs class="upper-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Upper tabs"> <tab class="devsite-active"> <a href="https://ai.google.dev/gemini-api/docs" track-metadata-eventdetail="https://ai.google.dev/gemini-api/docs" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - gemini api" track-metadata-module="primary nav" aria-label="Gemini API, selected" data-category="Site-Wide Custom Events" data-label="Tab: Gemini API" track-name="gemini api" > Gemini API </a> </tab> <tab > <a href="https://aistudio.google.com" track-metadata-eventdetail="https://aistudio.google.com" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - google ai studio" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Google AI Studio" track-name="google ai studio" > Google AI Studio </a> </tab> <tab > <a href="https://ai.google.dev/gemma" track-metadata-eventdetail="https://ai.google.dev/gemma" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - gemma" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Gemma" track-name="gemma" > Gemma </a> </tab> <tab > <a href="https://ai.google.dev/edge" track-metadata-eventdetail="https://ai.google.dev/edge" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - google ai edge" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Google AI Edge" track-name="google ai edge" > Google AI Edge </a> </tab> <tab class="devsite-dropdown "> <span class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - tools" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > Tools </span> <a href="#" role="button" aria-haspopup="true" aria-expanded="false" aria-label="Dropdown menu for Tools" track-type="nav" track-metadata-eventdetail="" track-metadata-position="nav - tools" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" class="devsite-tabs-dropdown-toggle devsite-icon devsite-icon-arrow-drop-down"></a> <div class="devsite-tabs-dropdown" aria-label="submenu" hidden> <div class="devsite-tabs-dropdown-content"> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://ai.google.dev/responsible" track-type="nav" track-metadata-eventdetail="https://ai.google.dev/responsible" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Responsible GenAI Toolkit </div> </a> </li> <li class="devsite-nav-item"> <a href="https://colab.google/" track-type="nav" track-metadata-eventdetail="https://colab.google/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Colab </div> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/docs/genkit" track-type="nav" track-metadata-eventdetail="https://firebase.google.com/docs/genkit" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Firebase Genkit </div> </a> </li> <li class="devsite-nav-item"> <a href="https://jax.readthedocs.io/" track-type="nav" track-metadata-eventdetail="https://jax.readthedocs.io/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> JAX </div> </a> </li> <li class="devsite-nav-item"> <a href="https://keras.io/" track-type="nav" track-metadata-eventdetail="https://keras.io/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> Keras </div> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/" track-type="nav" track-metadata-eventdetail="https://www.tensorflow.org/" track-metadata-position="nav - tools" track-metadata-module="tertiary nav" tooltip > <div class="devsite-nav-item-title"> TensorFlow </div> </a> </li> </ul> </div> </div> </div> </tab> <tab > <a href="https://discuss.ai.google.dev/" track-metadata-eventdetail="https://discuss.ai.google.dev/" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - community" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" > Community </a> </tab> </nav> </devsite-tabs> </div> <devsite-search enable-signin enable-search enable-suggestions enable-query-completion project-name="Gemini API" tenant-name="Google AI for Developers" > <form class="devsite-search-form" action="https://ai.google.dev/s/results" method="GET"> <div class="devsite-search-container"> <button type="button" search-open class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Open search"></button> <div class="devsite-searchbox"> <input aria-activedescendant="" aria-autocomplete="list" aria-label="Search" aria-expanded="false" aria-haspopup="listbox" autocomplete="off" class="devsite-search-field devsite-search-query" name="q" placeholder="Search" role="combobox" type="text" value="" > <div class="devsite-search-image material-icons" aria-hidden="true"> </div> <div class="devsite-search-shortcut-icon-container" aria-hidden="true"> <kbd class="devsite-search-shortcut-icon">/</kbd> </div> </div> </div> </form> <button type="button" search-close class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Close search"></button> </devsite-search> </div> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="de" >Deutsch</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pl" >Polski</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="vi" >Tiếng Việt</a> </li> <li role="presentation"> <a role="menuitem" lang="tr" >Türkçe</a> </li> <li role="presentation"> <a role="menuitem" lang="ru" >Русский</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</a> </li> <li role="presentation"> <a role="menuitem" lang="ar" >العربيّة</a> </li> <li role="presentation"> <a role="menuitem" lang="fa" >فارسی</a> </li> <li role="presentation"> <a role="menuitem" lang="hi" >हिंदी</a> </li> <li role="presentation"> <a role="menuitem" lang="bn" >বাংলা</a> </li> <li role="presentation"> <a role="menuitem" lang="th" >ภาษาไทย</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> <devsite-user enable-profiles id="devsite-user"> <span class="button devsite-top-button" aria-hidden="true" visually-hidden>Sign in</span> </devsite-user> </div> </div> </div> <div class="devsite-collapsible-section "> <div class="devsite-header-background"> <div class="devsite-doc-set-nav-row"> <devsite-tabs class="lower-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Lower tabs"> <tab class="devsite-active"> <a href="https://ai.google.dev/gemini-api/docs" track-metadata-eventdetail="https://ai.google.dev/gemini-api/docs" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - docs" track-metadata-module="primary nav" aria-label="Docs, selected" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="docs" > Docs </a> </tab> <tab > <a href="https://ai.google.dev/api" track-metadata-eventdetail="https://ai.google.dev/api" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - api reference" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: API Reference" track-name="api reference" > API Reference </a> </tab> <tab > <a href="https://ai.google.dev/pricing" track-metadata-eventdetail="https://ai.google.dev/pricing" class="devsite-tabs-content gc-analytics-event " track-type="nav" track-metadata-position="nav - pricing" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" > Pricing </a> </tab> </nav> </devsite-tabs> </div> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars > <div class="devsite-book-nav-filter" hidden> <span class="filter-list-icon material-icons" aria-hidden="true"></span> <input type="text" placeholder="Filter" aria-label="Type to filter" role="searchbox"> <span class="filter-clear-button hidden" data-title="Clear filter" aria-label="Clear filter" role="button" tabindex="0"></span> </div> <nav class="devsite-book-nav devsite-nav nocontent" aria-label="Side menu"> <div class="devsite-mobile-header"> <button type="button" id="devsite-close-nav" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close navigation" aria-label="Close navigation"> </button> <div class="devsite-product-name-wrapper"> <a href="/" class="devsite-site-logo-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav" track-name="geminiAPI" track-metadata-position="nav" track-metadata-eventDetail="nav"> <picture> <img src="https://ai.google.dev/_static/googledevai/images/lockup-new.svg" class="devsite-site-logo" alt="Gemini API"> </picture> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> </li> </ul> </span> </div> </div> <div class="devsite-book-nav-wrapper"> <div class="devsite-mobile-nav-top"> <ul class="devsite-nav-list"> <li class="devsite-nav-item"> <a href="/gemini-api/docs" class="devsite-nav-title gc-analytics-event devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Gemini API" track-name="gemini api" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemini API" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemini API </span> </a> <ul class="devsite-nav-responsive-tabs"> <li class="devsite-nav-item"> <a href="/gemini-api/docs" class="devsite-nav-title gc-analytics-event devsite-nav-has-children devsite-nav-active" data-category="Site-Wide Custom Events" data-label="Tab: Docs" track-name="docs" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Docs" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip menu="_book"> Docs </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="_book"> </span> </a> </li> <li class="devsite-nav-item"> <a href="/api" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: API Reference" track-name="api reference" data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Reference" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API Reference </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/pricing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Pricing" track-name="pricing" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pricing" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Pricing </span> </a> </li> </ul> </li> <li class="devsite-nav-item"> <a href="https://aistudio.google.com" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Google AI Studio" track-name="google ai studio" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google AI Studio" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google AI Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="/gemma" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Gemma" track-name="gemma" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gemma" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Gemma </span> </a> </li> <li class="devsite-nav-item"> <a href="/edge" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Google AI Edge" track-name="google ai edge" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google AI Edge" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Google AI Edge </span> </a> </li> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip > Tools </span> </span> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip menu="Tools"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Tools"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="https://discuss.ai.google.dev/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Community" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Community </span> </a> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="_book"> <li class="devsite-nav-item"><a href="/gemini-api/docs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs" ><span class="devsite-nav-text" tooltip>Overview</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Get started</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/quickstart" ><span class="devsite-nav-text" tooltip>Quickstart</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/api-key" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/api-key" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/api-key" ><span class="devsite-nav-text" tooltip>API keys</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/downloads" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/downloads" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/downloads" data-synonyms="SDKs, python, go, node.js, node, typescript, flutter, dart, install, library, libraries, swift, android"><span class="devsite-nav-text" tooltip>Libraries</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/changelog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/changelog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/changelog" ><span class="devsite-nav-text" tooltip>Release notes</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Models</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/models/gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/gemini" data-synonyms="gemini-pro, gemini-pro-1.0, gemini-pro-vision, gemini 1.5 flash, gemini-1.5-flash, gemini, flash, pro, gemini-pro-1.5, gemini pro, text embedding, text embeddings, text-embedding-004"><span class="devsite-nav-text" tooltip>Gemini</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/models/experimental-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/experimental-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/experimental-models" ><span class="devsite-nav-text" tooltip>Experimental models</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Capabilities</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/text-generation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/text-generation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/text-generation" ><span class="devsite-nav-text" tooltip>Text generation</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/document-processing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/document-processing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/document-processing" ><span class="devsite-nav-text" tooltip>Document processing</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/vision" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/vision" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/vision" ><span class="devsite-nav-text" tooltip>Vision</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/audio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/audio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/audio" ><span class="devsite-nav-text" tooltip>Audio</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/long-context" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/long-context" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/long-context" ><span class="devsite-nav-text" tooltip>Long context</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Grounding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding" ><span class="devsite-nav-text" tooltip>Grounding with Google Search</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/grounding/search-suggestions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/grounding/search-suggestions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/grounding/search-suggestions" ><span class="devsite-nav-text" tooltip>Use Google Search Suggestions</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/code-execution" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/code-execution" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/code-execution" ><span class="devsite-nav-text" tooltip>Code execution</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/structured-output" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/structured-output" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/structured-output" ><span class="devsite-nav-text" tooltip>Structured output</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Fine-tuning</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/model-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning" ><span class="devsite-nav-text" tooltip>Intro to fine-tuning</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/model-tuning/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/model-tuning/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/model-tuning/tutorial" ><span class="devsite-nav-text" tooltip>Fine-tuning tutorial</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Function calling</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling" ><span class="devsite-nav-text" tooltip>Intro to function calling</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/function-calling/tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/function-calling/tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/function-calling/tutorial" ><span class="devsite-nav-text" tooltip>Function calling tutorial</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/extract_structured_data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/extract_structured_data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/extract_structured_data" ><span class="devsite-nav-text" tooltip>Extract structured data</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/system-instructions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/system-instructions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/system-instructions" ><span class="devsite-nav-text" tooltip>System instructions</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/embeddings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/embeddings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/embeddings" ><span class="devsite-nav-text" tooltip>Embeddings</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Safety</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-settings" ><span class="devsite-nav-text" tooltip>Safety settings</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/safety-guidance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/safety-guidance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/safety-guidance" ><span class="devsite-nav-text" tooltip>Safety guidance</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Guides</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/caching" ><span class="devsite-nav-text" tooltip>Context caching</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/imagen" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/imagen" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/imagen" ><span class="devsite-nav-text" tooltip>Imagen 3</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/tokens" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/tokens" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/tokens" ><span class="devsite-nav-text" tooltip>Tokens</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Prompting</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-intro" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-intro" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-intro" ><span class="devsite-nav-text" tooltip>Intro to prompting</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/prompting-strategies" ><span class="devsite-nav-text" tooltip>Prompting strategies</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/file-prompting-strategies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/file-prompting-strategies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/file-prompting-strategies" ><span class="devsite-nav-text" tooltip>File prompting strategies</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/semantic_retrieval" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/semantic_retrieval" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/semantic_retrieval" ><span class="devsite-nav-text" tooltip>Semantic retrieval</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/models/generative-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/models/generative-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/models/generative-models" ><span class="devsite-nav-text" tooltip>About generative models</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/billing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/billing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/billing" ><span class="devsite-nav-text" tooltip>Billing</span></a></li> <li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/openai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/openai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/openai" ><span class="devsite-nav-text" tooltip>OpenAI Compatibility</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/migrate-to-cloud" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/migrate-to-cloud" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/migrate-to-cloud" ><span class="devsite-nav-text" tooltip>Migrate to Cloud</span></a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Additional resources</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/docs/ai-studio-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/ai-studio-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/ai-studio-quickstart" ><span class="devsite-nav-text" tooltip>Google AI Studio quickstart</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/get-started/android_aicore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/get-started/android_aicore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/get-started/android_aicore" ><span class="devsite-nav-text" tooltip>Android (on-device)</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/firebase-extensions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/firebase-extensions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/firebase-extensions" ><span class="devsite-nav-text" tooltip>Firebase extensions</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/docs/oauth" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/oauth" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/oauth" ><span class="devsite-nav-text" tooltip>OAuth authentication</span></a></li><li class="devsite-nav-item devsite-nav-experimental"><a href="/gemini-api/docs/learnlm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/learnlm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/learnlm" ><span class="devsite-nav-text" tooltip>LearnLM</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Use cases</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Applications</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/gemini-api/tutorials/pipet-code-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/pipet-code-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/pipet-code-agent" ><span class="devsite-nav-text" tooltip>Code assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/flutter-theme-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/flutter-theme-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/flutter-theme-agent" ><span class="devsite-nav-text" tooltip>Flutter code generator</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/docs-agent" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/docs-agent" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/docs-agent" ><span class="devsite-nav-text" tooltip>Content search</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/sql-talk" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/sql-talk" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/sql-talk" ><span class="devsite-nav-text" tooltip>Data exploration agent</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/wordcraft" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/wordcraft" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/wordcraft" ><span class="devsite-nav-text" tooltip>Writing assistant</span></a></li><li class="devsite-nav-item"><a href="/gemini-api/tutorials/slides-advisor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/tutorials/slides-advisor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/tutorials/slides-advisor" ><span class="devsite-nav-text" tooltip>Slides reviewer</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Troubleshooting</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshooting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshooting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshooting" ><span class="devsite-nav-text" tooltip>API troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/troubleshoot-ai-studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/troubleshoot-ai-studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/troubleshoot-ai-studio" ><span class="devsite-nav-text" tooltip>AI Studio troubleshooting</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/workspace" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/workspace" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/workspace" ><span class="devsite-nav-text" tooltip>AI Studio with Google Workspace</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/quota" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/quota" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/quota" ><span class="devsite-nav-text" tooltip>Request more quota</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Community</span> </div></li> <li class="devsite-nav-item devsite-nav-external"><a href="https://discuss.ai.google.dev/" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: https://discuss.ai.google.dev/" track-type="bookNav" track-name="click" track-metadata-eventdetail="https://discuss.ai.google.dev/" ><span class="devsite-nav-text" tooltip>Developer forum</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Legal</span> </div></li> <li class="devsite-nav-item"><a href="/gemini-api/terms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/terms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/terms" ><span class="devsite-nav-text" tooltip>Terms of service</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/available-regions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/available-regions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/available-regions" ><span class="devsite-nav-text" tooltip>Available regions</span></a></li> <li class="devsite-nav-item"><a href="/gemini-api/docs/abuse-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /gemini-api/docs/abuse-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/gemini-api/docs/abuse-monitoring" ><span class="devsite-nav-text" tooltip>Abuse monitoring</span></a></li> </ul> <ul class="devsite-nav-list" menu="Tools" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/responsible" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Responsible GenAI Toolkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Responsible GenAI Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="https://colab.google/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Colab" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Colab </span> </a> </li> <li class="devsite-nav-item"> <a href="https://firebase.google.com/docs/genkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Genkit" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Firebase Genkit </span> </a> </li> <li class="devsite-nav-item"> <a href="https://jax.readthedocs.io/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: JAX" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > JAX </span> </a> </li> <li class="devsite-nav-item"> <a href="https://keras.io/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Keras" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Keras </span> </a> </li> <li class="devsite-nav-item"> <a href="https://www.tensorflow.org/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: TensorFlow" track-type="navMenu" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > TensorFlow </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" class="devsite-main-content" has-book-nav has-sidebar > <div class="devsite-sidebar"> <div class="devsite-sidebar-content"> <devsite-toc class="devsite-nav" role="navigation" aria-label="On this page" depth="2" scrollbars ></devsite-toc> <devsite-recommendations-sidebar class="nocontent devsite-nav"> </devsite-recommendations-sidebar> </div> </div> <devsite-content> <article class="devsite-article"> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://ai.google.dev/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://ai.google.dev/gemini-api" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="Gemini API" > Gemini API </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://ai.google.dev/gemini-api/docs" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="" > Docs </a> </li> </ul> <devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" project-name="Gemini API" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Introduction to prompt design </h1> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p> </p> <p><em>Prompt design</em> is the process of creating prompts that elicit the desired response from language models. Writing well structured prompts is an essential part of ensuring accurate, high quality responses from a language model. This page introduces some basic concepts, strategies, and best practices to get you started in designing prompts.</p> <h2 id="what-is-a-prompt" data-text="What is a prompt" tabindex="-1">What is a prompt</h2> <p>A prompt is a natural language request submitted to a language model to receive a response back. Prompts can contain questions, instructions, contextual information, examples, and partial input for the model to complete or continue. After the model receives a prompt, depending on the type of model being used, it can generate text, embeddings, code, images, videos, music, and more.</p> <h3 id="prompt-content-types" data-text="Prompt content types" tabindex="-1">Prompt content types</h3> <p>Prompts can include one or more of the following types of content:</p> <ul> <li><a href="#input">Input (required)</a></li> <li><a href="#context">Context (optional)</a></li> <li><a href="#examples">Examples (optional)</a></li> </ul> <h4 id="input" data-text="Input" tabindex="-1">Input</h4> <p>An input is the text in the prompt that you want the model to provide a response for, and it's a required content type. Inputs can be a question that the model answers (question input), a task the model performs (task input), an entity the model operates on (entity input), or partial input that the model completes or continues (completion input).</p> <h5 id="question-input" data-text="Question input" tabindex="-1">Question input</h5> <p>A question input is a question that you ask the model that the model provides an answer to.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> What's a good name for a flower shop that specializes in selling bouquets of dried flowers? Create a list of 10 options with just the names. </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Here are 10 names for a flower shop specializing in dried flowers: 1. Everlasting Blooms 2. Dried & Delightful 3. The Petal Preserve 4. Whispers of Wildflowers 5. Forever Blooms 6. The Botanical Muse 7. Timeless Blooms 8. Dried Flower Co. 9. Bloom & Co. 10. The Sun-Kissed Petals </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h5 id="task-input" data-text="Task input" tabindex="-1">Task input</h5> <p>A task input is a task that you want the model to perform. For example, you can tell the model to give you ideas or suggestions for something.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Give me a simple list of just the things that I must bring on a camping trip. The list should have 10 items. </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Here's a list of 10 essential items for a camping trip: 1. **Tent:** Your shelter from the elements. 2. **Sleeping Bag:** Stay warm and comfortable. 3. **Sleeping Pad:** Insulation and cushioning for a good night's sleep. 4. **Headlamp or Flashlight:** Light for nighttime activities. 5. **First Aid Kit:** Be prepared for minor injuries. 6. **Water Bottle/Hydration Pack:** Stay hydrated. 7. **Food and Snacks:** Fuel for your adventures. 8. **Cooking Gear:** Camp stove, fuel, utensils, etc. 9. **Knife and Multitool:** Essential for various tasks. 10. **Camp Chair:** Enjoy your campfire and meals comfortably. </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h5 id="entity-input" data-text="Entity input" tabindex="-1">Entity input</h5> <p>An entity input is what the model performs an action on, such as classify or summarize. This type of input can benefit from the inclusion of instructions.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Classify the following items as [large, small]. Elephant Mouse Snail </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Here's the classification: * **Elephant:** Large * **Mouse:** Small * **Snail:** Small </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h5 id="completion-input" data-text="Completion input" tabindex="-1">Completion input</h5> <p>A completion input is text that the model is expected to complete or continue.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Complete the following prompt: Some simple strategies for overcoming writer's block include... </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Some simple strategies for overcoming writer's block include: * **Freewriting:** Write non-stop for a set amount of time (5-10 minutes) without worrying about grammar, spelling, or even making sense. Just keep your pen moving and let your thoughts flow freely. This can help you loosen up and access ideas you might not have considered otherwise. * **Brainstorming:** Make a list of everything that comes to mind related to your topic, no matter how silly or unrelated it seems. You can also use mind mapping or other visual brainstorming techniques. * **Changing your environment:** Sometimes a change of scenery can be all you need to get the creative juices flowing. Go for a walk, work in a coffee shop, or even just move to a different room in your house. * **Reading:** Immerse yourself in the work of other writers, especially those who inspire you. Pay attention to their style, their structure, and their use of language. * **Taking a break:** Sometimes the best way to overcome writer's block is to simply step away from the project for a while. Go for a walk, watch a movie, listen to music, or do something else that you enjoy. You might be surprised at how much clearer your head feels when you return to your writing. * **Focusing on a single element:** Instead of tackling the entire project, focus on a single sentence, paragraph, or scene. Once you get something down on paper, it can be easier to build from there. * **Starting with the ending:** If you're stuck on the beginning, try writing the ending first. This can help you to clarify your overall vision for the project and provide a framework for your ideas. * **Talking it out:** Share your ideas and challenges with a friend, a writing group, or a writing coach. Discussing your project with someone else can help you to see it from a new perspective and find solutions to your writing problems. Remember, writer's block is a common experience, and it's not a sign that you're a bad writer. Just be patient with yourself, try some of these strategies, and keep writing! </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h4 id="context" data-text="Context" tabindex="-1">Context</h4> <p>Context can be one of the following:</p> <ul> <li>Instructions that specify how the model should behave.</li> <li>Information that the model uses or references to generate a response.</li> </ul> <p>Add contextual information in your prompt when you need to give information to the model, or restrict the boundaries of the responses to only what's within the prompt.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Marbles: Color: red Number: 12 Color: blue Number: 28 Color: yellow Number: 15 Color: green Number: 17 How many green marbles are there? </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> There are 17 green marbles. </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h4 id="examples" data-text="Examples" tabindex="-1">Examples</h4> <p>Examples are input-output pairs that you include in the prompt to give the model an example of an ideal response. Including examples in the prompt is an effective strategy for customizing the response format.</p> <table class="full-width" style="border: none;"> <tr> <td> <label><strong>Prompt:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> Classify the following. Options: - red wine - white wine Text: Chardonnay The answer is: white wine Text: Cabernet The answer is: red wine Text: Moscato The answer is: white wine Text: Riesling The answer is: </pre></devsite-code> <label><strong>Response:</strong></label> <div></div><devsite-code><pre style="white-space: pre-line;" translate="no" dir="ltr" is-upgraded> The answer is: white wine </pre></devsite-code> <label style="text-align:right">(gemini-1.5-flash)</label> </td> </tr> </table> <h2 id="next-steps" data-text="Next steps" tabindex="-1">Next steps</h2> <ul> <li>Now that you have an understanding of prompt design, try writing your own prompts using <a href="http://aistudio.google.com">Google AI Studio</a>.</li> <li>For a deeper understanding of prompt design, see the <a href="/gemini-api/docs/prompting-strategies">prompt strategies</a> topic.</li> <li>To learn about multimodal prompting, see <a href="/gemini-api/docs/prompting_with_media">Prompting with media files</a>.</li> </ul> <link href="/site-assets/css/style.css?v=2" rel="stylesheet" data-page-link><link href="https://fonts.googleapis.com/css2?family=Google+Symbols:opsz,wght,FILL,GRAD@20..48,100..700,0..1,-50..200" rel="stylesheet" data-page-link> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Gemini API" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. For details, see the <a href="https://developers.google.com/site-policies">Google Developers Site Policies</a>. Java is a registered trademark of Oracle and/or its affiliates.</p> <p>Last updated 2024-09-23 UTC.</p> </devsite-content-footer> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <template class="devsite-thumb-rating-feedback"> <devsite-feedback position="thumb-rating" project-name="Gemini API" product-id="5292923" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="thumb-rating" class="nocontent" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/touchicon-180-new.png" > <button> Need to tell us more? </button> </devsite-feedback> </template> <template class="devsite-content-data-template"> [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-09-23 UTC."],[],[]] </template> </div> </devsite-content> </main> <devsite-footer-promos class="devsite-footer"> </devsite-footer-promos> <devsite-footer-linkboxes class="devsite-footer"> <nav class="devsite-footer-linkboxes nocontent" aria-label="Footer links"> </nav> </devsite-footer-linkboxes> <devsite-footer-utility class="devsite-footer"> <div class="devsite-footer-utility nocontent"> <nav class="devsite-footer-utility-links" aria-label="Utility links"> <ul class="devsite-footer-utility-list"> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/terms" data-category="Site-Wide Custom Events" data-label="Footer Terms link" > Terms </a> </li> <li class="devsite-footer-utility-item "> <a class="devsite-footer-utility-link gc-analytics-event" href="//policies.google.com/privacy" data-category="Site-Wide Custom Events" data-label="Footer Privacy link" > Privacy </a> </li> <li class="devsite-footer-utility-item glue-cookie-notification-bar-control"> <a class="devsite-footer-utility-link gc-analytics-event" href="#" data-category="Site-Wide Custom Events" data-label="Footer Manage cookies link" aria-hidden="true" > Manage cookies </a> </li> </ul> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="de" >Deutsch</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pl" >Polski</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="vi" >Tiếng Việt</a> </li> <li role="presentation"> <a role="menuitem" lang="tr" >Türkçe</a> </li> <li role="presentation"> <a role="menuitem" lang="ru" >Русский</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</a> </li> <li role="presentation"> <a role="menuitem" lang="ar" >العربيّة</a> </li> <li role="presentation"> <a role="menuitem" lang="fa" >فارسی</a> </li> <li role="presentation"> <a role="menuitem" lang="hi" >हिंदी</a> </li> <li role="presentation"> <a role="menuitem" lang="bn" >বাংলা</a> </li> <li role="presentation"> <a role="menuitem" lang="th" >ภาษาไทย</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> </nav> </div> </devsite-footer-utility> <devsite-panel></devsite-panel> </section></section> <devsite-sitemask></devsite-sitemask> <devsite-snackbar></devsite-snackbar> <devsite-tooltip ></devsite-tooltip> <devsite-heading-link></devsite-heading-link> <devsite-analytics> <script type="application/json" analytics>[]</script> <script type="application/json" tag-management>{"at": "True", "ga4": [], "ga4p": [], "gtm": [{"id": "GTM-TC2MQKS8", "purpose": 0}], "parameters": {"internalUser": "False", "language": {"machineTranslated": "False", "requested": "en", "served": "en"}, "pageType": "article", "projectName": "Gemini API", "signedIn": "False", "tenant": "googledevai", "recommendations": {"sourcePage": "", "sourceType": 0, "sourceRank": 0, "sourceIdenticalDescriptions": 0, "sourceTitleWords": 0, "sourceDescriptionWords": 0, "experiment": ""}, "experiment": {"ids": ""}}}</script> </devsite-analytics> <devsite-badger></devsite-badger> <script nonce="SQ0kFVQmBPyzv8MMODUwGEIyt7y8qP"> (function(d,e,v,s,i,t,E){d['GoogleDevelopersObject']=i; t=e.createElement(v);t.async=1;t.src=s;E=e.getElementsByTagName(v)[0]; E.parentNode.insertBefore(t,E);})(window, document, 'script', 'https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/js/app_loader.js', '[59,"en",null,"/js/devsite_app_module.js","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai","https://googledevai-dot-devsite-v2-prod-3p.appspot.com",null,null,["/_pwa/googledevai/manifest.json","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/images/video-placeholder.svg","https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/googledevai/images/favicon-new.png","/_static/googledevai/images/lockup-new.svg","https://fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"],1,null,[1,6,8,12,14,17,21,25,50,52,63,70,75,76,80,87,91,92,93,97,98,100,101,102,103,104,105,107,108,109,110,112,113,116,117,118,120,122,124,125,126,127,129,130,131,132,133,134,135,136,138,140,141,147,148,149,151,152,156,157,158,159,161,163,164,168,169,170,179,180,182,183,186,191,193,196],"AIzaSyCNm9YxQumEXwGJgTDjxoxXK6m1F-9720Q","AIzaSyCc76DZePGtoyUjqKrLdsMGk_ry7sljLbY","ai.google.dev","AIzaSyB9bqgQ2t11WJsOX8qNsCQ6U-w91mmqF-I","AIzaSyAdYnStPdzjcJJtQ0mvIaeaMKj7_t6J_Fg",null,null,null,["Cloud__enable_cloudx_ping","BookNav__enable_tenant_cache_key","Search__enable_suggestions_from_borg","Profiles__require_profile_eligibility_for_signin","DevPro__enable_cloud_innovators_plus","Profiles__enable_developer_profiles_callout","Profiles__enable_profile_collections","MiscFeatureFlags__enable_firebase_utm","Profiles__enable_awarding_url","Search__enable_page_map","Cloud__enable_cloud_facet_chat","Experiments__reqs_query_experiments","Search__enable_dynamic_content_confidential_banner","Profiles__enable_recognition_badges","MiscFeatureFlags__developers_footer_image","Cloud__enable_cloudx_experiment_ids","Cloud__enable_llm_concierge_chat","Profiles__enable_release_notes_notifications","CloudShell__cloud_shell_button","Cloud__enable_cloud_shell","Cloud__enable_legacy_calculator_redirect","TpcFeatures__enable_mirror_tenant_redirects","Cloud__enable_cloud_dlp_service","MiscFeatureFlags__enable_variable_operator","MiscFeatureFlags__enable_project_variables","Profiles__enable_completecodelab_endpoint","Profiles__enable_page_saving","OnSwitch__enable","EngEduTelemetry__enable_engedu_telemetry","Cloud__enable_free_trial_server_call","MiscFeatureFlags__enable_explain_this_code","Concierge__enable_pushui","DevPro__enable_developer_subscriptions","Search__enable_ai_eligibility_checks","MiscFeatureFlags__enable_view_transitions","Profiles__enable_complete_playlist_endpoint","MiscFeatureFlags__emergency_css","CloudShell__cloud_code_overflow_menu","Profiles__enable_public_developer_profiles","Cloud__enable_cloud_shell_fte_user_flow","Analytics__enable_clearcut_logging","Profiles__enable_dashboard_curated_recommendations","TpcFeatures__enable_required_headers","MiscFeatureFlags__developers_footer_dark_image"],null,null,"AIzaSyA58TaKli1DculwmAmbpzLVGuWc8eCQgQc","https://developerscontentserving-pa.googleapis.com","AIzaSyDWBU60w0P9hEkr29kkksYs8Z7gvZ8u_wc","https://developerscontentsearch-pa.googleapis.com",2,4,null,"https://developerprofiles-pa.googleapis.com",[59,"googledevai","Google AI for Developers","ai.google.dev",null,"googledevai-dot-devsite-v2-prod-3p.appspot.com",null,null,[null,1,null,null,null,null,null,null,null,null,null,[1],null,null,null,null,null,null,[1],null,null,null,null,[1],[1,1,null,1,1]],null,[73,null,null,null,null,null,"/images/lockup-new.svg","/images/touchicon-180-new.png",null,null,null,null,1,1,null,null,null,null,null,null,null,1,null,null,null,"/images/lockup-dark-theme-new.svg",[]],[],null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,[[],[1,1]],[[null,null,null,null,null,["GTM-TC2MQKS8"],null,null,null,null,null,[["GTM-TC2MQKS8",1]],1]],null,4]]') </script> <devsite-a11y-announce></devsite-a11y-announce> </body> </html>

CINXE.COM

Introduction to prompt design | Gemini API | Google AI for Developers