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<!DOCTYPE html><html translate="no" dir="ltr" lang="en-US"><head><title>Jina AI - Your Search Foundation, Supercharged.</title><meta charset="utf-8"><meta name="title" content="Jina AI - Your Search Foundation, Supercharged."><meta name="description" content="Jina AI offers best-in-class embeddings, reranker and prompt optimizer, enabling advanced multimodal AI."><meta property="og:type" content="website"><meta property="og:url" content="https://jina.ai/"><meta property="og:title" content="Jina AI - Your Search Foundation, Supercharged."><meta property="og:description" content="Jina AI offers best-in-class embeddings, reranker and prompt optimizer, enabling advanced multimodal AI."><meta property="og:image" content="https://jina.ai/banner.png"><meta property="twitter:card" content="summary_large_image"><meta property="twitter:url" content="https://jina.ai/"><meta property="twitter:title" content="Jina AI - Your Search Foundation, Supercharged."><meta property="twitter:description" content="Jina AI offers best-in-class embeddings, reranker and prompt optimizer, enabling advanced multimodal AI."><meta property="twitter:image" content="https://jina.ai/banner.png"><meta name="format-detection" content="telephone=no"><meta name="msapplication-tap-highlight" content="no"><meta name="viewport" content="user-scalable=no,initial-scale=1,maximum-scale=1,minimum-scale=1,width=device-width"><link rel="icon" type="image/png" sizes="128x128" href="/icons/favicon-128x128.png"><link rel="icon" type="image/png" sizes="96x96" href="/icons/favicon-96x96.png"><link rel="icon" type="image/png" sizes="32x32" href="/icons/favicon-32x32.png"><link rel="icon" type="image/png" sizes="16x16" href="/icons/favicon-16x16.png"><link rel="icon" type="image/ico" href="/favicon.ico"><link rel="apple-touch-startup-image" media="(device-width: 428px) and (device-height: 926px) and (-webkit-device-pixel-ratio: 3)" href="/icons/apple-launch-1284x2778.png"><link rel="apple-touch-startup-image" media="(device-width: 390px) and (device-height: 844px) and (-webkit-device-pixel-ratio: 3)" href="/icons/apple-launch-1170x2532.png"><link rel="apple-touch-startup-image" media="(device-width: 414px) and (device-height: 896px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-828x1792.png"><link rel="apple-touch-startup-image" media="(device-width: 375px) and (device-height: 812px) and (-webkit-device-pixel-ratio: 3)" href="/icons/apple-launch-1125x2436.png"><link rel="apple-touch-startup-image" media="(device-width: 414px) and (device-height: 896px) and (-webkit-device-pixel-ratio: 3)" href="/icons/apple-launch-1242x2688.png"><link rel="apple-touch-startup-image" media="(device-width: 375px) and (device-height: 667px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-750x1334.png"><link rel="apple-touch-startup-image" media="(device-width: 414px) and (device-height: 736px) and (-webkit-device-pixel-ratio: 3)" href="/icons/apple-launch-1242x2208.png"><link rel="apple-touch-startup-image" media="(device-width: 810px) and (device-height: 1080px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-1620x2160.png"><link rel="apple-touch-startup-image" media="(device-width: 768px) and (device-height: 1024px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-1536x2048.png"><link rel="apple-touch-startup-image" media="(device-width: 834px) and (device-height: 1112px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-1668x2224.png"><link rel="apple-touch-startup-image" media="(device-width: 834px) and (device-height: 1194px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-1668x2388.png"><link rel="apple-touch-startup-image" media="(device-width: 1024px) and (device-height: 1366px) and (-webkit-device-pixel-ratio: 2)" href="/icons/apple-launch-2048x2732.png"><style>body {
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q-carousel--navigation-bottom bg-transparent" style="height: auto;"><div class="q-carousel__slides-container"><div class="q-panel scroll" role="tabpanel" style="--q-transition-duration:300ms;"><div data-v-55fe7699="" class="q-carousel__slide column q-pa-none" draggable="false"><div data-v-55fe7699="" class="row fit justify-center items-center no-wrap"><div data-v-55fe7699="" class="col-12 col-sm-6 col-md-4 col-xl-3 self-stretch q-pa-sm-sm"><a data-v-51095b92="" data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-none full-height" role="listitem" tabindex="0" href="/news/implementing-a-chat-history-rag-with-jina-ai-and-milvus-lite"><div class="q-focus-helper" tabindex="-1"></div><div data-v-51095b92="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow cursor-pointer q-hoverable"><span data-v-51095b92="" class="q-focus-helper"></span><div data-v-51095b92="" class="q-card__section q-card__section--vert q-pa-none"><div data-v-51095b92="" class="q-img q-img--menu" role="img" aria-label="Black background with vivid geometric shapes on the sides and central logos "Embeddings," "Reranker," and "Milvus."" style="height: 200px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" alt="Black background with vivid geometric shapes on the sides and central logos "Embeddings," "Reranker," and "Milvus."" height="200px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://jina-ai-gmbh.ghost.io/content/images/2024/06/Blog-images--39-.jpg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-51095b92="" class="q-card__section q-card__section--vert" style="height: 250px;"><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius lock-blur" style="font-size: 10px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Tech blog</div></div></div></div><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center text-h6 text-weight-light"><div data-v-51095b92="" class="q-item__label" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 2;">Implementing a Chat History RAG with Jina AI and Milvus Lite</div></div></div><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center"><div data-v-51095b92="" class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">Enhance your search applications in Python with Jina Embeddings and Reranker and lightweight, easy-to-deploy Milvus Lite.
</div></div></div></div><div data-v-51095b92="" class="q-card__section q-card__section--vert"><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-4736c702="" data-v-51095b92="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-4736c702="" class="relative-position" style="height: 30px; width: 55px;"><div data-v-4736c702="" class="q-avatar bg-grey-9 overlapping" style="font-size: 30px; left: 0px;"><div class="q-avatar__content row flex-center overflow-hidden"><div data-v-4736c702="" class="q-img q-img--menu" role="img"><div style="padding-bottom: 133.4%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://jina-ai-gmbh.ghost.io/content/images/2024/03/Portrait-Picture_Low.jpg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div></div><div data-v-4736c702="" class="q-avatar bg-grey-9 overlapping" style="font-size: 30px; left: 25px;"><div class="q-avatar__content row flex-center overflow-hidden"><div data-v-4736c702="" class="q-img q-img--menu" role="img"><div style="padding-bottom: 121.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://jina-ai-gmbh.ghost.io/content/images/2023/03/profile-option-2.jpg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div></div></div></div><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center"><div data-v-51095b92="" class="q-item__label">Francesco Kruk, Saahil Ognawala</div><div data-v-51095b92="" class="q-item__label q-item__label--caption text-caption">June 03, 2024 • 7 minutes read</div></div></div></div></div></a></div><div data-v-55fe7699="" class="col-12 col-sm-6 col-md-4 col-xl-3 self-stretch q-pa-sm-sm"><a data-v-51095b92="" data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-none full-height" role="listitem" tabindex="0" href="/news/rag-is-dead-again"><div class="q-focus-helper" tabindex="-1"></div><div data-v-51095b92="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow cursor-pointer q-hoverable"><span data-v-51095b92="" class="q-focus-helper"></span><div data-v-51095b92="" class="q-card__section q-card__section--vert q-pa-none"><div data-v-51095b92="" class="q-img q-img--menu" role="img" aria-label="Cartoon of four characters in a cemetery with graves marked "RAG," mixing somber themes with humorous actions." style="height: 200px;"><div style="padding-bottom: 57.1429%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" alt="Cartoon of four characters in a cemetery with graves marked "RAG," mixing somber themes with humorous actions." height="200px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://jina-ai-gmbh.ghost.io/content/images/2024/05/3c563034-52ba-4d9b-a537-07877cb2b506.webp" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-51095b92="" class="q-card__section q-card__section--vert" style="height: 250px;"><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius lock-blur" style="font-size: 10px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Insights</div></div></div></div><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center text-h6 text-weight-light"><div data-v-51095b92="" class="q-item__label" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 2;">RAG is Dead, Again?</div></div></div><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center"><div data-v-51095b92="" class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">RAG is just one algorithmic pattern you can use. But if you make it *the* algorithm and idolize it, then you are living in a bubble you created, and the bubble will burst.</div></div></div></div><div data-v-51095b92="" class="q-card__section q-card__section--vert"><div data-v-51095b92="" class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div data-v-4736c702="" data-v-51095b92="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-4736c702="" class="relative-position" style="height: 30px; width: 30px;"><div data-v-4736c702="" class="q-avatar bg-grey-9 overlapping" style="font-size: 30px; left: 0px;"><div class="q-avatar__content row flex-center overflow-hidden"><div data-v-4736c702="" class="q-img q-img--menu" role="img"><div style="padding-bottom: 100%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://jina-ai-gmbh.ghost.io/content/images/2022/10/Untitled-2.png" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div></div></div></div><div data-v-51095b92="" class="q-item__section column q-item__section--main justify-center"><div data-v-51095b92="" class="q-item__label">Han Xiao</div><div data-v-51095b92="" class="q-item__label q-item__label--caption text-caption">May 24, 2024 • 4 minutes read</div></div></div></div></div></a></div></div></div></div></div><div class="q-carousel__control q-carousel__navigation no-wrap absolute flex q-carousel__navigation--buttons q-carousel__navigation--bottom"><div class="q-carousel__navigation-inner flex flex-center no-wrap"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--active" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--inactive" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--inactive" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--inactive" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button></div></div></div><div data-v-55fe7699="" class="q-btn-group row no-wrap q-btn-group--outline q-btn-group--square inline col-6"><a data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase q-btn--square" tabindex="0" href="/news" style="font-size: 20px; padding: 24px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon on-left notranslate material-icons" aria-hidden="true" role="img">auto_stories</i><span class="block">Read more</span></span></a><hr data-v-55fe7699="" class="q-separator q-separator--horizontal q-separator--dark" aria-orientation="horizontal"><a data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square" tabindex="0" href="https://jina.ai/feed.rss" target="_blank" style="font-size: 20px; padding: 24px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon on-left notranslate material-icons" aria-hidden="true" role="img">rss_feed</i><span class="block">RSS</span></span></a></div></div></div></div><div data-v-55fe7699="" class="q-py-xl row justify-center relative-position bg-dark" id="enterprises"><div data-v-55fe7699="" class="col-11" style="z-index: 1;"><h2 data-v-55fe7699=""><a data-v-55fe7699="" class="row justify-center q-gutter-x-sm text-h2 text-white q-my-xl q-py-xl" href="#enterprises" style="text-decoration: none !important;"><div data-v-55fe7699="">For</div><div data-v-55fe7699="" style="background: linear-gradient(to right, rgb(64, 101, 235), rgb(98, 255, 73)) text; -webkit-text-fill-color: transparent;">Enterprise</div></a></h2><div data-v-55fe7699="" class="row justify-center q-my-xl text-grey-5 text-subtitle1">We develop cutting-edge search foundation for high-quality enterprise search and RAG solutions. Start with a free trial!</div><div data-v-55fe7699="" class="q-list q-list--dark row q-my-xl q-py-xl q-mx-md-xl"><a data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable col-12 col-md-6 col-lg-4 q-pa-none" role="listitem" tabindex="0" href="/embeddings"><div class="q-focus-helper" tabindex="-1"></div><div data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-pa-xl bg-transparent overflow-hidden"><div data-v-55fe7699="" class="q-img q-img--menu full-width q-my-md rounded-borders hoverImageTransition" role="img"><div style="padding-bottom: 52.5%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/6.45c27539.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"><div data-v-55fe7699="" class="overlay3"></div></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-pa-none" role="listitem"><div data-v-55fe7699="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-55fe7699="" class="q-img q-img--menu" role="img" style="width: 50px;"><div style="padding-bottom: 100%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" width="50px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/embedding.a8bdf010.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-55fe7699="" class="q-item__section column q-item__section--main justify-center"><h3 data-v-55fe7699="" class="text-h4 text-white q-pa-none q-ma-none">Embeddings</h3></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark text-grey-5 q-pt-lg q-px-none" role="listitem">Start with 1M free tokens. Top-performing, 8192 context length bilingual embeddings for your search and RAG systems.</div><button data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square row items-center q-mt-xl" tabindex="0" type="button" style="visibility: hidden;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><span class="block">Get started</span><i class="q-icon on-right notranslate material-icons" aria-hidden="true" role="img">arrow_forward</i></span></button></div></a><a data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable col-12 col-md-6 col-lg-4 q-pa-none" role="listitem" tabindex="0" href="/reranker"><div class="q-focus-helper" tabindex="-1"></div><div data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-pa-xl bg-transparent overflow-hidden"><div data-v-55fe7699="" class="q-img q-img--menu full-width q-my-md rounded-borders hoverImageTransition" role="img"><div style="padding-bottom: 52.5%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/7.856fc076.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"><div data-v-55fe7699="" class="overlay3"></div></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-pa-none" role="listitem"><div data-v-55fe7699="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-55fe7699="" class="q-img q-img--menu" role="img" style="width: 50px;"><div style="padding-bottom: 100%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" width="50px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/reranker.9d8d3b88.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-55fe7699="" class="q-item__section column q-item__section--main justify-center"><h3 data-v-55fe7699="" class="text-h4 text-white q-pa-none q-ma-none">Reranker</h3></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark text-grey-5 q-pt-lg q-px-none" role="listitem">Try our cutting-edge reranker API to maximize your search relevancy and RAG accuracy. Starting for free!</div><button data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square row items-center q-mt-xl" tabindex="0" type="button" style="visibility: hidden;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><span class="block">Get started</span><i class="q-icon on-right notranslate material-icons" aria-hidden="true" role="img">arrow_forward</i></span></button></div></a><a data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable col-12 col-md-6 col-lg-4 q-pa-none" role="listitem" tabindex="0" href="/reader"><div class="q-focus-helper" tabindex="-1"></div><div data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-pa-xl bg-transparent overflow-hidden"><div data-v-55fe7699="" class="q-img q-img--menu full-width q-my-md rounded-borders hoverImageTransition" role="img"><div style="padding-bottom: 52.5%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/8.0816621b.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"><div data-v-55fe7699="" class="overlay3"></div></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-pa-none" role="listitem"><div data-v-55fe7699="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-55fe7699="" class="q-img q-img--menu" role="img" style="width: 50px;"><div style="padding-bottom: 100%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" width="50px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/reader.2a3a364b.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-55fe7699="" class="q-item__section column q-item__section--main justify-center"><h3 data-v-55fe7699="" class="text-h4 text-white q-pa-none q-ma-none">Reader</h3></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark text-grey-5 q-pt-lg q-px-none" role="listitem">Get LLM-friendly input from a URL or a web search. Improve the factuality of your agent, RAG, GenAI system with a simple prefix.</div><button data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square row items-center q-mt-xl" tabindex="0" type="button" style="visibility: hidden;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><span class="block">Get started</span><i class="q-icon on-right notranslate material-icons" aria-hidden="true" role="img">arrow_forward</i></span></button></div></a><a data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable col-12 col-md-6 col-lg-4 q-pa-none" role="listitem" tabindex="0" href="/fine-tuning"><div class="q-focus-helper" tabindex="-1"></div><div data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-pa-xl bg-transparent overflow-hidden"><div data-v-55fe7699="" class="q-img q-img--menu full-width q-my-md rounded-borders hoverImageTransition" role="img"><div style="padding-bottom: 52.5%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/tuningflow.d8db0c17.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"><div data-v-55fe7699="" class="overlay3"></div></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark q-pa-none" role="listitem"><div data-v-55fe7699="" class="q-item__section column q-item__section--side justify-center q-item__section--avatar"><div data-v-55fe7699="" class="q-img q-img--menu" role="img" style="width: 50px;"><div style="padding-bottom: 100%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--loaded" width="50px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/finetune.2452513f.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__content absolute-full q-anchor--skip"></div></div></div><div data-v-55fe7699="" class="q-item__section column q-item__section--main justify-center"><h3 data-v-55fe7699="" class="text-h4 text-white q-pa-none q-ma-none">Auto Fine-Tuning</h3></div></div><div data-v-55fe7699="" class="q-item q-item-type row no-wrap q-item--dark text-grey-5 q-pt-lg q-px-none" role="listitem">Just tell us which domain you want your embeddings to excel in, and we automatically deliver a ready-to-use, fine-tuned embedding model for that domain.</div><button data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square row items-center q-mt-xl" tabindex="0" type="button" style="visibility: hidden;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><span class="block">Get started</span><i class="q-icon on-right notranslate material-icons" aria-hidden="true" role="img">arrow_forward</i></span></button></div></a></div><div data-v-55fe7699="" class="row q-my-xl q-pb-xl justify-center"><div data-v-55fe7699="" class="col-12 col-md-10 text-center text-h4 q-my-xl text-weight-thin">Try it for free, no credit card required</div><div data-v-55fe7699="" class="col-12 col-md-10"><div class="q-card q-card--dark q-dark q-card--bordered q-card--square no-border-radius q-card--flat no-shadow full-width" style="flex-wrap: nowrap;"><div class="q-toolbar row no-wrap items-center q-pa-none bg-dark-page" role="toolbar" style="flex-shrink: 0;"><div class="q-tabs row no-wrap items-center q-tabs--scrollable q-tabs--horizontal q-tabs__arrows--inside q-tabs--mobile-without-arrows col-shrink" role="tablist"><div class="q-tabs__content scroll--mobile row no-wrap items-center self-stretch hide-scrollbar relative-position q-tabs__content--align-left"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--actionable q-focusable q-hoverable no-border-radius self-stretch" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">zoom_out_map</i></span></button><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon notranslate material-icons q-tab__icon" aria-hidden="true" role="presentation">shopping_cart</i><div class="q-tab__label">Buy tokens</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--active text-primary q-focusable q-hoverable cursor-pointer" tabindex="0" role="tab" aria-selected="true"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon q-tab__icon" aria-hidden="true" role="presentation"><img src="/assets/embedding-active.e510ba76.svg"></i><div class="q-tab__label">Embeddings</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon q-tab__icon" aria-hidden="true" role="presentation"><img src="/assets/reranker.9d8d3b88.svg"></i><div class="q-tab__label">Reranker</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon q-tab__icon" aria-hidden="true" role="presentation"><img src="/assets/reader.2a3a364b.svg"></i><div class="q-tab__label">Reader</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon q-tab__icon" aria-hidden="true" role="presentation"><img src="/assets/finetune.2452513f.svg"></i><div class="q-tab__label">Auto Fine-Tuning</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon notranslate material-icons q-tab__icon" aria-hidden="true" role="presentation">extension</i><div class="q-tab__label">Integrate</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon notranslate material-icons q-tab__icon" aria-hidden="true" role="presentation">vpn_lock</i><div class="q-tab__label">On-prem</div></div><div class="q-tab__indicator absolute-bottom text-primary"></div></div></div><i class="q-icon fas fa-chevron-left q-tabs__arrow q-tabs__arrow--left absolute q-tab__icon q-tabs__arrow--faded" aria-hidden="true" role="presentation"> </i><i class="q-icon fas fa-chevron-right q-tabs__arrow q-tabs__arrow--right absolute q-tab__icon" aria-hidden="true" role="presentation"> </i></div></div><hr class="q-separator q-separator--horizontal q-separator--dark" aria-orientation="horizontal"><div class="q-tab-panels q-panel-parent q-tab-panels--dark q-dark" style="flex-grow: 1;"><div class="q-panel scroll" role="tabpanel" style="--q-transition-duration:300ms;"><div class="q-tab-panel q-pa-none" role="tabpanel"><div class="row q-pa-none"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase no-border-radius self-stretch q-btn--square q-btn-dropdown q-btn-dropdown--simple" tabindex="0" type="button" aria-expanded="false" aria-haspopup="true" aria-controls="f_bb7008a4-b756-445f-af25-7d1bc1f71896" aria-label="Expand"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row no-wrap text-no-wrap"><i class="q-icon" aria-hidden="true" role="img"><img src="/assets/embedding.a8bdf010.svg"></i><div class="full-width ellipsis q-pl-md"><div class="q-item__section column q-item__section--main justify-center"><div class="q-item__label q-item__label--caption text-caption text-grey text-left">Select embeddings</div><div class="q-item__label row justify-start">None</div></div></div><i class="q-icon fas fa-caret-down q-btn-dropdown__arrow q-btn-dropdown__arrow-container" aria-hidden="true" role="presentation"> </i></span></button><label class="q-field row no-wrap items-start q-field--borderless q-select q-field--auto-height q-select--without-input q-select--without-chips q-select--single q-field--float q-field--labeled q-field--dark" for="f_d13da59a-fb55-427e-80fc-dbdd7c69e473" style="width: 300px;"><div class="q-field__inner relative-position col self-stretch"><div class="q-field__control relative-position row no-wrap" tabindex="-1"><div class="q-field__control-container col relative-position row no-wrap q-anchor--skip"><div class="q-field__native row items-center"><span>Default (as float)</span><input class="q-select__focus-target" id="f_d13da59a-fb55-427e-80fc-dbdd7c69e473" readonly="" tabindex="0" role="combobox" aria-label="Embeddings format" aria-readonly="false" aria-autocomplete="none" aria-expanded="false" aria-controls="f_d13da59a-fb55-427e-80fc-dbdd7c69e473_lb"></div><div class="q-field__label no-pointer-events absolute ellipsis">Embeddings format</div></div><div class="q-field__append q-field__marginal row no-wrap items-center q-anchor--skip"><i class="q-icon fas fa-caret-down q-select__dropdown-icon" aria-hidden="true" role="presentation"> </i></div></div></div></label><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase no-border-radius self-stretch q-btn--square q-btn-dropdown q-btn-dropdown--simple" tabindex="0" type="button" aria-expanded="false" aria-haspopup="true" aria-controls="f_492fea46-e359-4505-9a62-445a5a89cfa9" aria-label="Expand" style="padding: 16px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row no-wrap text-no-wrap"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">data_object</i><div class="full-width ellipsis q-pl-md">curl</div><i class="q-icon fas fa-caret-down q-btn-dropdown__arrow q-btn-dropdown__arrow-container" aria-hidden="true" role="presentation"> </i></span></button><div class="q-space"></div><a class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase no-border-radius self-stretch" tabindex="0" href="https://api.jina.ai/redoc#tag/embeddings" target="_blank" style="padding: 16px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon on-left mdi mdi-api" aria-hidden="true" role="img"> </i><span class="block">Read the docs</span></span></a><a class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--actionable q-focusable q-hoverable no-border-radius self-stretch" tabindex="0" href="/embeddings#faq" style="padding: 16px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row no-wrap text-no-wrap"><i class="q-icon on-left notranslate material-icons" aria-hidden="true" role="img">help_outline</i><span class="block">faq</span></span></a></div><hr class="q-separator q-separator--horizontal q-separator--dark" aria-orientation="horizontal"><div class="q-card__section q-card__section--vert col" style="flex-grow: 1;"><div class="q-card__section q-card__section--vert col-12 col-md"><div class="q-chip row inline no-wrap items-center q-chip--square q-chip--dark q-dark text-grey-6 q-mr-sm" style="font-size: 10px; border-radius: 0px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">upload</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Request</div></div></div><div style="position: relative;"><div class="q-markdown"><pre class="q-markdown--code q-markdown--code__inner language-bash"><code><span class="token function">curl</span> https://api.jina.ai/v1/embeddings <span class="token punctuation">\</span>
<span class="token parameter variable">-H</span> <span class="token string">"Content-Type: application/json"</span> <span class="token punctuation">\</span>
<span class="token parameter variable">-H</span> <span class="token string">"Authorization: Bearer <span class="token variable">$JINA_API_KEY</span>"</span> <span class="token punctuation">\</span>
<span class="token parameter variable">-d</span> <span class="token string">'{
"input": ["Your text string goes here", "You can send multiple texts"],
"model": "$MODEL_NAME",
"encoding_type": "float"
}'</span>
</code></pre>
</div><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-amber q-btn--actionable q-focusable q-hoverable q-btn--dense q-markdown__copy" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon" aria-hidden="true" role="img"><svg viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg></i></span></button></div></div><hr class="q-separator q-separator--horizontal q-separator--dark" aria-orientation="horizontal"><div class="q-card__section q-card__section--vert col-12 col-md"><div class="q-chip row inline no-wrap items-center q-chip--square q-chip--dark q-dark text-grey-6 q-mr-sm" style="font-size: 10px; border-radius: 0px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">download</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Response</div></div></div><div class="q-markdown"><pre class="q-markdown--code q-markdown--code__inner language-json"><code><span class="token punctuation">{</span>
<span class="token property">"model"</span><span class="token operator">:</span> <span class="token string">"undefined"</span><span class="token punctuation">,</span>
<span class="token property">"object"</span><span class="token operator">:</span> <span class="token string">"list"</span><span class="token punctuation">,</span>
<span class="token property">"usage"</span><span class="token operator">:</span> <span class="token punctuation">{</span>
<span class="token property">"total_tokens"</span><span class="token operator">:</span> <span class="token number">14</span><span class="token punctuation">,</span>
<span class="token property">"prompt_tokens"</span><span class="token operator">:</span> <span class="token number">14</span>
<span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token property">"data"</span><span class="token operator">:</span> <span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token property">"object"</span><span class="token operator">:</span> <span class="token string">"embedding"</span><span class="token punctuation">,</span>
<span class="token property">"index"</span><span class="token operator">:</span> <span class="token number">0</span><span class="token punctuation">,</span>
<span class="token property">"embedding"</span><span class="token operator">:</span> <span class="token punctuation">[</span>
<span class="token number">-0.1452854</span><span class="token punctuation">,</span>
<span class="token number">-1.0152762</span><span class="token punctuation">,</span>
...<span class="token punctuation">]</span>
<span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token punctuation">{</span>
<span class="token property">"object"</span><span class="token operator">:</span> <span class="token string">"embedding"</span><span class="token punctuation">,</span>
<span class="token property">"index"</span><span class="token operator">:</span> <span class="token number">1</span><span class="token punctuation">,</span>
<span class="token property">"embedding"</span><span class="token operator">:</span> <span class="token punctuation">[</span>
<span class="token number">-0.10980987</span><span class="token punctuation">,</span>
<span class="token number">-0.76077706</span><span class="token punctuation">,</span>
...<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
</code></pre>
</div></div></div></div></div></div><hr class="q-separator q-separator--horizontal q-separator--dark" aria-orientation="horizontal"><div class="q-card__section q-card__section--vert row q-py-none bg-dark-page"><label class="q-field row no-wrap items-start q-field--standard q-input q-field--square q-field--labeled q-field--dark q-field--with-bottom q-field--readonly full-width q-mb-xs" for="f_de548950-faa9-464a-98b2-c5687a692d7e"><div class="q-field__inner relative-position col self-stretch"><div class="q-field__control relative-position row no-wrap" tabindex="-1"><div class="q-field__prepend q-field__marginal row no-wrap items-center"><i class="q-icon notranslate material-icons" aria-hidden="true" role="presentation">key</i></div><div class="q-field__control-container col relative-position row no-wrap q-anchor--skip"><input class="q-field__native q-placeholder ellipsis" tabindex="0" aria-label="API key" id="f_de548950-faa9-464a-98b2-c5687a692d7e" readonly="" type="text" style="font-family: monospace;"><div class="q-field__label no-pointer-events absolute ellipsis">API key</div></div><div class="q-field__append q-field__marginal row no-wrap items-center"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--square text- q-btn--actionable q-focusable q-hoverable q-btn--square" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">content_copy</i></span></button><hr class="q-separator q-separator--vertical q-separator--dark" aria-orientation="vertical"><div class="q-item q-item-type row no-wrap q-item--dark" role="listitem"><div class="q-item__section column q-item__section--main justify-center"><div class="q-item__label q-item__label--overline text-overline row items-center text-negative">Available tokens</div><div class="q-item__label text-overline text-negative">0 <button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable no-border-radius self-stretch q-btn--square" tabindex="0" type="button" style="font-size: 8px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">sync</i></span></button></div></div></div></div></div><div class="q-field__bottom row items-start q-field__bottom--animated"><div class="q-field__messages col"><div>Each new key has some free tokens for you to try out. You can top up your key at any time. Make sure to store your API key at a safe place!</div></div></div></div></label></div></div></div></div><div data-v-55fe7699="" class="row q-mt-xl q-pt-xl justify-between"><div data-v-55fe7699="" class="col-12 col-md-5 col-lg-4"><div data-v-55fe7699="" class="q-mb-lg q-pb-md"><div data-v-55fe7699="" class="row text-h3 text-white q-mb-lg">Our Publications</div><div data-v-55fe7699="" class="text-grey-5">To understand how our search foundation models were trained from scratch for embedding and reranking tasks, check out our latest publications. Meet us at the EMNLP, ACL, SIGIR, ICLR, NeurIPS, and ICML.</div></div></div><div data-v-55fe7699="" class="col-12 col-md-7"><div class="q-card q-card--dark q-dark q-card--bordered q-card--square no-border-radius q-card--flat no-shadow q-hoverable cursor-pointer q-mb-md"><span class="q-focus-helper"></span><div class="q-linear-progress text-primary research-card__progress" role="progressbar" aria-valuemin="0" aria-valuemax="1" aria-valuenow="100" style="font-size: 2px; --q-linear-progress-speed:2100ms;"><div class="q-linear-progress__track absolute-full q-linear-progress__track--with-transition q-linear-progress__track--dark" style="transform: scale3d(1, 1, 1);"></div><div class="q-linear-progress__model absolute-full q-linear-progress__model--with-transition q-linear-progress__model--determinate" style="transform: scale3d(100, 1, 1);"></div></div><div class="q-card__section q-card__section--horiz row no-wrap q-pa-none"><a class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-lg col-9" role="listitem" tabindex="0" href="https://arxiv.org/abs/2405.20204" target="_blank"><div class="q-focus-helper" tabindex="-1"></div><div class="q-item__section column q-item__section--main justify-center"><div class="q-mb-xl"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2024.05</div></div></div><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><i class="q-icon q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"><img src="/arxiv_logo.svg"></i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">arXiv</div></div></div></div><div class="q-space"></div><div class="q-item__label text-h6 q-mb-lg">Jina CLIP: Your CLIP Model Is Also Your Text Retriever</div><div class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">Contrastive Language-Image Pretraining (CLIP) is widely used to train models to align images and texts in a common embedding space by mapping them to fixed-sized vectors. These models are key to multimodal information retrieval and related tasks. However, CLIP models generally underperform in text-only tasks compared to specialized text models. This creates inefficiencies for information retrieval systems that keep separate embeddings and models for text-only and multimodal tasks. We propose a novel, multi-task contrastive training method to address this issue, which we use to train the jina-clip-v1 model to achieve the state-of-the-art performance on both text-image and text-text retrieval tasks.</div></div></a><div class="q-img q-img--menu research-card__img" role="img"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/paper_4.e1ffeaf5.png" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div></div><div class="q-card q-card--dark q-dark q-card--bordered q-card--square no-border-radius q-card--flat no-shadow q-hoverable cursor-pointer q-mb-md"><span class="q-focus-helper"></span><div class="q-linear-progress text-primary research-card__progress" role="progressbar" aria-valuemin="0" aria-valuemax="1" aria-valuenow="100" style="font-size: 2px; --q-linear-progress-speed:2100ms;"><div class="q-linear-progress__track absolute-full q-linear-progress__track--with-transition q-linear-progress__track--dark" style="transform: scale3d(1, 1, 1);"></div><div class="q-linear-progress__model absolute-full q-linear-progress__model--with-transition q-linear-progress__model--determinate" style="transform: scale3d(100, 1, 1);"></div></div><div class="q-card__section q-card__section--horiz row no-wrap q-pa-none"><a class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-lg col-9" role="listitem" tabindex="0" href="https://arxiv.org/abs/2402.17016" target="_blank"><div class="q-focus-helper" tabindex="-1"></div><div class="q-item__section column q-item__section--main justify-center"><div class="q-mb-xl"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2024.02</div></div></div><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><i class="q-icon q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"><img src="/arxiv_logo.svg"></i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">arXiv</div></div></div></div><div class="q-space"></div><div class="q-item__label text-h6 q-mb-lg">Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings</div><div class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">We introduce a novel suite of state-of-the-art bilingual text embedding models that are designed to support English and another target language. These models are capable of processing lengthy text inputs with up to 8192 tokens, making them highly versatile for a range of natural language processing tasks such as text retrieval, clustering, and semantic textual similarity (STS) calculations. By focusing on bilingual models and introducing a unique multi-task learning objective, we have significantly improved the model performance on STS tasks, which outperforms the capabilities of existing multilingual models in both target language understanding and cross-lingual evaluation tasks. Moreover, our bilingual models are more efficient, requiring fewer parameters and less memory due to their smaller vocabulary needs. Furthermore, we have expanded the Massive Text Embedding Benchmark (MTEB) to include benchmarks for German and Spanish embedding models. This integration aims to stimulate further research and advancement in text embedding technologies for these languages.</div></div></a><div class="q-img q-img--menu research-card__img" role="img"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/paper_3.b50bdc91.png" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div></div><div class="q-card q-card--dark q-dark q-card--bordered q-card--square no-border-radius q-card--flat no-shadow q-hoverable cursor-pointer q-mb-md"><span class="q-focus-helper"></span><div class="q-linear-progress text-primary research-card__progress" role="progressbar" aria-valuemin="0" aria-valuemax="1" aria-valuenow="100" style="font-size: 2px; --q-linear-progress-speed:2100ms;"><div class="q-linear-progress__track absolute-full q-linear-progress__track--with-transition q-linear-progress__track--dark" style="transform: scale3d(1, 1, 1);"></div><div class="q-linear-progress__model absolute-full q-linear-progress__model--with-transition q-linear-progress__model--determinate" style="transform: scale3d(100, 1, 1);"></div></div><div class="q-card__section q-card__section--horiz row no-wrap q-pa-none"><a class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-lg col-9" role="listitem" tabindex="0" href="https://arxiv.org/abs/2310.19923" target="_blank"><div class="q-focus-helper" tabindex="-1"></div><div class="q-item__section column q-item__section--main justify-center"><div class="q-mb-xl"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2023.11</div></div></div><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><i class="q-icon q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"><img src="/arxiv_logo.svg"></i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">arXiv</div></div></div></div><div class="q-space"></div><div class="q-item__label text-h6 q-mb-lg">Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents</div><div class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">Text embedding models have emerged as powerful tools for transforming sentences into fixed-sized feature vectors that encapsulate semantic information. While these models are essential for tasks like information retrieval, semantic clustering, and text re-ranking, most existing open-source models, especially those built on architectures like BERT, struggle to represent lengthy documents and often resort to truncation. One common approach to mitigate this challenge involves splitting documents into smaller paragraphs for embedding. However, this strategy results in a much larger set of vectors, consequently leading to increased memory consumption and computationally intensive vector searches with elevated latency.</div></div></a><div class="q-img q-img--menu research-card__img" role="img"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/paper_1.8ed04d7d.png" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div></div><div class="q-card q-card--dark q-dark q-card--bordered q-card--square no-border-radius q-card--flat no-shadow q-hoverable cursor-pointer q-mb-md"><span class="q-focus-helper"></span><div class="q-linear-progress text-primary research-card__progress" role="progressbar" aria-valuemin="0" aria-valuemax="1" aria-valuenow="100" style="font-size: 2px; --q-linear-progress-speed:2100ms;"><div class="q-linear-progress__track absolute-full q-linear-progress__track--with-transition q-linear-progress__track--dark" style="transform: scale3d(1, 1, 1);"></div><div class="q-linear-progress__model absolute-full q-linear-progress__model--with-transition q-linear-progress__model--determinate" style="transform: scale3d(100, 1, 1);"></div></div><div class="q-card__section q-card__section--horiz row no-wrap q-pa-none"><a class="q-item q-item-type row no-wrap q-item--dark q-item--clickable q-link cursor-pointer q-focusable q-hoverable q-pa-lg col-9" role="listitem" tabindex="0" href="https://arxiv.org/abs/2307.11224" target="_blank"><div class="q-focus-helper" tabindex="-1"></div><div class="q-item__section column q-item__section--main justify-center"><div class="q-mb-xl"><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2023.8</div></div></div><div class="q-chip row inline no-wrap items-center q-chip--outline q-chip--square q-chip--dark q-dark non-selectable no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">EMNLP 2023</div></div></div></div><div class="q-space"></div><div class="q-item__label text-h6 q-mb-lg">Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models</div><div class="q-item__label q-item__label--caption text-caption" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 3;">Jina Embeddings constitutes a set of high-performance sentence embedding models adept at translating textual inputs into numerical representations, capturing the semantics of the text. These models excel in applications like dense retrieval and semantic textual similarity. This paper details the development of Jina Embeddings, starting with the creation of high-quality pairwise and triplet datasets. It underlines the crucial role of data cleaning in dataset preparation, offers in-depth insights into the model training process, and concludes with a comprehensive performance evaluation using the Massive Text Embedding Benchmark (MTEB).</div></div></a><div class="q-img q-img--menu research-card__img" role="img"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/paper_2.59e1399a.png" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div></div></div></div></div></div><div data-v-55fe7699="" class="q-py-xl q-my-xl row justify-center relative-position bg-dark-page" id="power-users"><div data-v-55fe7699="" class="col-11"><h2 data-v-55fe7699=""><a data-v-55fe7699="" class="row justify-center q-gutter-x-sm text-h2 text-white q-my-xl q-py-xl" href="#power-users" style="text-decoration: none !important;"><div data-v-55fe7699="">For</div><div data-v-55fe7699="" style="background: linear-gradient(to right, rgba(107, 73, 255, 0.8), rgb(255, 115, 147)) text; -webkit-text-fill-color: transparent;">Power Users</div></a></h2><div data-v-55fe7699="" class="row justify-center q-my-xl text-grey-5 text-subtitle1">Experience powerful, user-friendly multimodal AI apps. No coding, no fuss, just results.</div><div data-v-55fe7699="" class="column justify-center items-center"><div data-v-55fe7699="" class="row fit justify-center items-center q-mt-lg"><div data-v-55fe7699="" class="q-carousel q-panel-parent q-carousel--with-padding q-carousel--dark q-dark q-carousel--navigation-bottom bg-transparent full-width" style="height: auto;"><div class="q-carousel__slides-container"><div class="q-panel scroll" role="tabpanel" style="--q-transition-duration:300ms;"><div data-v-55fe7699="" class="q-carousel__slide column q-pa-none" draggable="false"><div data-v-55fe7699="" class="row justify-center items-center no-wrap"><div data-v-55fe7699="" class="col-12 col-sm-6 col-md-4 col-xl-3 self-stretch q-pa-sm-sm" style="height: 480px;"><div data-v-6d9bb2ce="" data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--flat no-shadow q-pa-lg text-white fit overflow-hidden cursor-pointer my-card q-hoverable rounded-borders"><span data-v-6d9bb2ce="" class="q-focus-helper"></span><div data-v-6d9bb2ce="" class="row fit"><div data-v-6d9bb2ce="" class="q-card__section q-card__section--vert column col-12 no-wrap"><div data-v-6d9bb2ce="" class="row items-center"><div data-v-6d9bb2ce="" class="q-img q-img--menu q-mr-sm" role="img" aria-label="" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" alt="" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://promptperfect.jina.ai/PromptPerfect-light.svg" style="object-fit: fill; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div data-v-6d9bb2ce="" class="q-img q-img--menu" role="img" aria-label="" style="width: 150px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" alt="" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/PromptPerfect.0db3b440.svg" style="object-fit: fill; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div data-v-6d9bb2ce="" class="row full-width text-weight-light text-h5 q-mt-lg"><div data-v-6d9bb2ce="" class="col-12 col-sm-10">Premier tool for prompt engineering</div></div><div data-v-6d9bb2ce="" class="q-card__section q-card__section--vert col q-pa-none q-pt-md"><div data-v-6d9bb2ce="" class="q-splitter no-wrap q-splitter--vertical row q-splitter--workable q-splitter--dark fit"><div class="q-splitter__panel q-splitter__before full-height" style="width: 40%;"><div data-v-6d9bb2ce="" class="q-card__section q-card__section--vert bg-grey-12 full-height rounded-borders q-pa-sm"><div data-v-6d9bb2ce="" class="q-item q-item-type row no-wrap q-item--dark text-grey-10 text-body2 q-pa-none" role="listitem"><div data-v-6d9bb2ce="" class="q-item__section column q-item__section--main justify-center"><div data-v-6d9bb2ce="" class="q-item__label q-item__label--caption text-caption text-grey-8">Original prompt</div><div data-v-6d9bb2ce="" class="q-item__label q-py-md" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 10;">Your role is to be my brainstorming partner.</div></div></div></div></div><div class="q-splitter__separator"><div class="q-splitter__separator-area absolute-full"><div data-v-6d9bb2ce="" class="q-avatar bg-info text-white q-chip--colored" style="font-size: 2em;"><div class="q-avatar__content row flex-center overflow-hidden"><i class="q-icon notranslate material-icons" aria-hidden="true" role="presentation">sync_alt</i></div></div></div></div><div class="q-splitter__panel q-splitter__after col"><div data-v-6d9bb2ce="" class="q-card__section q-card__section--vert bg-promptperfect full-height rounded-borders q-pa-sm"><div data-v-6d9bb2ce="" class="q-item q-item-type row no-wrap q-item--dark text-white text-body2 q-pa-none" role="listitem"><div data-v-6d9bb2ce="" class="q-item__section column q-item__section--main justify-center"><div data-v-6d9bb2ce="" class="q-item__label q-item__label--caption text-caption text-grey-5">Optimized prompt</div><div data-v-6d9bb2ce="" class="q-item__label q-py-md" style="overflow: hidden; display: -webkit-box; -webkit-box-orient: vertical; -webkit-line-clamp: 9;">Your task is to be my brainstorming partner and provide creative ideas and suggestions for a given topic or problem. Your response should include original, unique, and relevant ideas that could help solve the problem or further explore the topic in an interesting way. Please note that your response should also take into account any specific requirements or constraints of the task.</div></div></div></div></div></div></div></div></div></div></div><div data-v-55fe7699="" class="col-12 col-sm-6 col-md-4 col-xl-3 self-stretch q-pa-sm-sm" style="height: 480px;"><div data-v-03fcee75="" data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--flat no-shadow q-pa-lg bg-dark text-white fit overflow-hidden cursor-pointer my-card q-hoverable rounded-borders"><span data-v-03fcee75="" class="q-focus-helper"></span><div data-v-03fcee75="" class="full-height absolute-right card-bg"></div><div data-v-03fcee75="" class="row fit"><div data-v-03fcee75="" class="q-card__section q-card__section--vert column column col-12 justify-start items-start"><div data-v-03fcee75="" class="row items-center"><div data-v-03fcee75="" class="q-img q-img--menu q-mr-sm" role="img" aria-label="" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" alt="" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="https://scenex.jina.ai/SceneX - Light.svg" style="object-fit: fill; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div data-v-03fcee75="" class="q-img q-img--menu" role="img" aria-label="" style="width: 150px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" alt="" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/SceneXplain.d7bc8012.svg" style="object-fit: fill; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div data-v-03fcee75="" class="row full-width text-weight-light text-h5 q-mt-lg">Leading AI solution for image captions and video summaries</div><div data-v-03fcee75="" class="q-card__section q-card__section--vert row col justify-start items-start q-mt-lg"><div data-v-03fcee75="" class="q-img q-img--menu col-5 relative-position rounded-borders" role="img" style="z-index: 10;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="scenex-example.gif" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div data-v-03fcee75="" class="q-card q-card--dark q-dark q-card--flat no-shadow col-7 bg-pink-12 text-white q-pa-md relative-position" style="margin-left: -10px; margin-top: 35px;"><i data-v-03fcee75="" class="q-icon text-pink-12 fa-solid fa-arrow-turn-down absolute" aria-hidden="true" role="presentation" style="left: 17px; top: -23px;"></i><div data-v-03fcee75="" class="ellipsis-5-lines">This video appears to be a nature footage featuring a charming white bunny and a butterfly in a grassy field. The bunny is seen interacting with the butterfly in different ways, showcasing their unique relationship. The natural surroundings provide a picturesque backdrop, enhancing the beauty of this simple yet captivating scene.</div></div></div></div></div></div></div></div></div></div></div><div class="q-carousel__control q-carousel__navigation no-wrap absolute flex q-carousel__navigation--buttons q-carousel__navigation--bottom"><div class="q-carousel__navigation-inner flex flex-center no-wrap"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--active" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--inactive" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round q-btn--actionable q-focusable q-hoverable q-btn--dense q-carousel__navigation-icon q-carousel__navigation-icon--inactive" tabindex="0" type="button" style="font-size: 10px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">radio_button_unchecked</i></span></button></div></div></div></div></div></div></div><div data-v-55fe7699="" class="q-py-xl row justify-center bg-dark" id="developers"><div data-v-55fe7699="" class="col-11 relative-position" style="z-index: 1;"><h2 data-v-55fe7699=""><a data-v-55fe7699="" class="row justify-center q-gutter-x-sm text-h2 text-white q-my-xl q-py-xl" href="#developers" style="text-decoration: none !important;"><div data-v-55fe7699="">For</div><div data-v-55fe7699="" style="background: linear-gradient(to right, rgb(64, 101, 235), rgb(98, 255, 73)) text; -webkit-text-fill-color: transparent;">Developers</div></a></h2><div data-v-55fe7699="" class="row justify-center items-center q-my-xl text-grey-5 text-subtitle1">Unleash the full power of multimodal AI with cutting-edge cloud-native technologies and open-source infrastructure.</div><div data-v-55fe7699="" class="row q-my-xl justify-center"><a data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--square col-12 col-md-10 col-lg-8" tabindex="0" href="jina-ai-multimodal-stack-20230720.pdf" target="_blank" style="padding: 32px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><div data-v-55fe7699="" class="q-img q-img--menu" role="img" aria-label="Jina AI Multimodal Stack"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" alt="Jina AI Multimodal Stack" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/mm-stack.10034a23.svg" style="object-fit: cover; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></span></a></div><div data-v-55fe7699="" class="row relative-position q-my-xl q-py-xl"><div class="col-12 col-md-5 column justify-start items-center"><a class="row items-center justify-start text-h3 text-white" style="text-decoration: none !important;">Multimodal Stack</a><div class="row text-grey-5 q-py-lg"><div class="col-12 col-md-8">The developer-friendly, cloud-native, and production-ready stack for building multimodal AI applications.</div></div><div class="row text-grey-5 q-py-lg"><div class="col-12 col-md-8"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Data Structure</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><i class="q-icon fab fa-linux q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Linux Foundation</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Core</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">science</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Incubating</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Orchestration</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Cloud Native</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Kubernetes</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">school</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Graduated</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Mid Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Tuning</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Small Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">egg</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Sandbox</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Vector Database</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">archive</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Archived</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Tuning</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--clickable cursor-pointer non-selectable q-hoverable q-chip--square q-chip--dark q-dark no-border-radius non-selectable cursor-pointer" tabindex="0" style="font-size: 14px;"><div class="q-focus-helper"></div><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Large Size Model</div></div></div></div></div></div><div class="q-img q-img--menu absolute-top-left" role="img" style="width: 50vw; left: -40%; bottom: -40%; z-index: -1;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/pattern-developers.4f94c0e3.svg" style="object-fit: fill; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="col-12 col-md-7 row justify-center"><div class="q-pa-xs col-12" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/core.99751891.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">Jina</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">20.3K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Orchestration</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Cloud Native</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Kubernetes</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Core</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">school</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Graduated</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/core.99751891.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">Jina</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Build multimodal AI applications on the cloud</div></div></div><div class="q-pa-xs col-12" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/doc-array.35372518.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">DocArray</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2.8K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Data Structure</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-linux q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Linux Foundation</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Core</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">science</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Incubating</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/doc-array.35372518.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">DocArray</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">The data structure for multimodal data</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/langchain-serve.8cf53254.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-body">LangChain-Serve</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">1.6K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Small Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">egg</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Sandbox</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/langchain-serve.8cf53254.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-body">LangChain-Serve</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Langchain apps on production with Jina & FastAPI</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/VectorDB.46be6cc1.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">VectorDB</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">485 Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Vector Database</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">egg</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Sandbox</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/VectorDB.46be6cc1.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">VectorDB</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">A Python vector database you just need - no more, no less</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/run-gpt.5571707e.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">RunGPT</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">141 Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Large Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">egg</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Sandbox</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/run-gpt.5571707e.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">RunGPT</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">An open-source cloud-native of large multimodal models serving framework</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/finetuner.c62eaafa.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">Finetuner</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">1.4K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Tuning</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">science</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Incubating</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/finetuner.c62eaafa.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">Finetuner</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Fine-tune embeddings on domain specific data for better search quality</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/dall-e-flow.ea199b2d.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-body">DALL-E Flow</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">2.8K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Mid Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">archive</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Archived</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/dall-e-flow.ea199b2d.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-body">DALL-E Flow</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">A human-in-the-Loop workflow for creating HD images from text</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/disco-art.f21a267f.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">DiscoArt</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">3.8K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Mid Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">archive</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Archived</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/disco-art.f21a267f.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">DiscoArt</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Create compelling Disco Diffusion artworks in one line of code</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/clip-as-service.f454ca2a.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-body">CLIP-as-service</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">12.2K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Mid Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Embedding Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">science</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Incubating</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/clip-as-service.f454ca2a.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-body">CLIP-as-service</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Embed images and sentences into fixed-length vectors with CLIP</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgba(107, 73, 255, 0.8), rgb(255, 115, 147), rgb(242, 191, 132)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/jcloud.669910ba.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">JCloud</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">293 Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Cloud Native</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Kubernetes</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">science</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Incubating</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/jcloud.669910ba.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">JCloud</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Deploy a local project as a cloud service. Radically easy, no nasty surprises.</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/think-gpt.0a671280.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">ThinkGPT</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">1.5K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Tuning</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Serving</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">archive</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Archived</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/think-gpt.0a671280.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">ThinkGPT</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Agent techniques to augment your LLM and push it beyond its limits</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/dev-gpt.a3e55036.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">DevGPT</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">1.7K Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Prompt Tuning</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">archive</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Archived</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/dev-gpt.a3e55036.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">DevGPT</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">Your virtual development team</div></div></div><div class="q-pa-xs col-6" style="max-height: 260px;"><div class="q-card q-card--dark q-dark q-card--square no-border-radius q-card--flat no-shadow q-px-sm q-py-lg text-white full-height relative-position cursor-pointer overflow-hidden non-selectable bg-dark-page"><div class="absolute-full" style="background-image: linear-gradient(-135deg, rgb(52, 164, 179), rgb(117, 83, 254), rgb(244, 170, 82), rgb(255, 196, 122)); z-index: 10; display: none;"><div class="q-card__section q-card__section--vert row items-center q-gutter-sm text-no-wrap no-wrap"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/jerboa.af6b308b.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div><div class="text-h6">Jerboa</div></div><div class="q-card__section q-card__section--vert text-white"><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon fab fa-github q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation"> </i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">36 Stars</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Large Size Model</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><i class="q-icon notranslate material-icons q-chip__icon q-chip__icon--left" aria-hidden="true" role="presentation">egg</i><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Sandbox</div></div></div><div class="q-chip row inline no-wrap items-center text-grey-3 q-chip--colored q-chip--outline q-chip--square q-chip--dark q-dark no-border-radius" style="font-size: 8px;"><div class="q-chip__content col row no-wrap items-center q-anchor--skip"><div class="ellipsis">Model Serving</div></div></div></div><div class="q-card__actions justify-end q-card__actions--horiz row"><button class="q-btn q-btn-item non-selectable no-outline q-btn--flat q-btn--round text-white q-btn--actionable q-focusable q-hoverable" tabindex="0" type="button"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon notranslate material-icons" aria-hidden="true" role="img">arrow_right_alt</i></span></button></div></div><div class="q-card__section q-card__section--vert row justify-center"><div class="q-img q-img--menu" role="img" style="width: 40px; height: 40px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" height="40px" width="40px" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/jerboa.af6b308b.svg" style="object-fit: contain; object-position: 50% 50%;"></div><div class="q-img__loading absolute-full flex flex-center"><svg class="q-spinner q-spinner-mat" width="1em" height="1em" viewBox="25 25 50 50"><circle class="path" cx="50" cy="50" r="20" fill="none" stroke="currentColor" stroke-width="5" stroke-miterlimit="10"></circle></svg></div></div></div><div class="q-card__section q-card__section--vert row justify-center text-no-wrap text-weight-light q-pa-none text-h6">Jerboa</div><div class="q-card__section q-card__section--vert text-caption q-px-xs text-center">An experimental finetuner for open-source LLMs</div></div></div></div></div><div data-v-55fe7699="" class="row q-my-xl q-py-xl justify-between"><div data-v-55fe7699="" class="col-12 col-md-5 column justify-start items-center"><div data-v-55fe7699="" class="row items-center justify-start text-h3"><div data-v-55fe7699="" class="q-pr-sm">Multimodal</div><div data-v-55fe7699="" style="background: linear-gradient(to right, rgba(107, 73, 255, 0.8), rgb(255, 115, 147)) text; -webkit-text-fill-color: transparent;">Starter Kit</div></div><div data-v-55fe7699="" class="row text-grey-5 q-py-lg"><div data-v-55fe7699="" class="col-12 col-md-8">Want to build high-level AIGC applications using PromptPerfect, SceneXplain, BestBanner, JinaChat, Rationale APIs? We've got you covered! Try our easy-to-use SDK and get started in minutes.</div></div><div data-v-55fe7699="" class="column q-gutter-y-md q-my-xl"><div data-v-55fe7699="" class="q-btn-group row no-wrap q-btn-group--outline q-btn-group--square inline"><a data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase q-btn--square" tabindex="0" href="https://github.com/jina-ai/jinaai-py" target="_blank" style="padding: 16px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon on-left fa-brands fa-python" aria-hidden="true" role="img"> </i><span class="block">Build with Python</span></span></a><hr data-v-55fe7699="" class="q-separator q-separator--vertical q-separator--dark" aria-orientation="vertical"><a data-v-55fe7699="" class="q-btn q-btn-item non-selectable no-outline q-btn--outline q-btn--rectangle q-btn--square q-btn--actionable q-focusable q-hoverable q-btn--no-uppercase q-btn--square" tabindex="0" href="https://github.com/jina-ai/jinaai-js" target="_blank" style="padding: 16px; min-width: 0px; min-height: 0px;"><span class="q-focus-helper"></span><span class="q-btn__content text-center col items-center q-anchor--skip justify-center row"><i class="q-icon on-left fa-brands fa-js" aria-hidden="true" role="img"> </i><span class="block">Build with JavaScript</span></span></a></div></div></div><div data-v-55fe7699="" class="q-card q-card--dark q-dark q-card--bordered q-card--flat no-shadow col-12 col-md-7"><div class="q-tabs row no-wrap items-center q-tabs--not-scrollable q-tabs--horizontal q-tabs__arrows--inside q-tabs--mobile-without-arrows q-tabs--dense bg-grey-10" role="tablist" icon="code"><div class="q-tabs__content scroll--mobile row no-wrap items-center self-stretch hide-scrollbar relative-position q-tabs__content--align-justify"><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--active q-focusable q-hoverable cursor-pointer" tabindex="0" role="tab" aria-selected="true"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon notranslate material-icons q-tab__icon" aria-hidden="true" role="presentation">summarize</i><div class="q-tab__label">Example</div></div><div class="q-tab__indicator absolute-bottom text-white"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon fab fa-python q-tab__icon" aria-hidden="true" role="presentation"> </i><div class="q-tab__label">python</div></div><div class="q-tab__indicator absolute-bottom text-white"></div></div><div class="q-tab relative-position self-stretch flex flex-center text-center q-tab--inactive q-focusable q-hoverable cursor-pointer" tabindex="-1" role="tab" aria-selected="false"><div class="q-focus-helper" tabindex="-1"></div><div class="q-tab__content self-stretch flex-center relative-position q-anchor--skip non-selectable row no-wrap q-tab__content--inline"><i class="q-icon fab fa-js-square q-tab__icon" aria-hidden="true" role="presentation"> </i><div class="q-tab__label">javascript</div></div><div class="q-tab__indicator absolute-bottom text-white"></div></div></div><i class="q-icon fas fa-chevron-left q-tabs__arrow q-tabs__arrow--left absolute q-tab__icon" aria-hidden="true" role="presentation"> </i><i class="q-icon fas fa-chevron-right q-tabs__arrow q-tabs__arrow--right absolute q-tab__icon q-tabs__arrow--faded" aria-hidden="true" role="presentation"> </i></div><div class="q-tab-panels q-panel-parent q-tab-panels--dark q-dark q-mb-md bg-dark"><div class="q-panel scroll" role="tabpanel" style="--q-transition-duration:300ms;"><div class="q-tab-panel" role="tabpanel"><div class="q-img q-img--menu" role="img" style="max-height: 550px;"><div style="padding-bottom: 56.25%;"></div><div class="q-img__container absolute-full"><img class="q-img__image q-img__image--with-transition q-img__image--waiting" loading="lazy" fetchpriority="auto" aria-hidden="true" draggable="false" src="/assets/SDK-example.dd1a7fa4.svg" style="object-fit: contain; 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