AI Principles – Google AI

<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8" /> <title> AI Principles – Google AI - Google AI </title> <script> function glueCookieNotificationBarLoaded() { (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-MTDXW5P'); } </script> <meta property="og:image" content="https://storage.googleapis.com/ai-prod-wagtail/original_images/OG-image2x.jpg"> <meta name="description" content="A guiding framework for our responsible development and use of AI, alongside transparency and accountability in our AI development process." /> <meta name="viewport" content="width=device-width, initial-scale=1" /> <script src="https://www.youtube.com/iframe_api"></script> <link rel="shortcut icon" 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class="hero-banner-section"> <section class="hero-section "> <div class="hero-section-wrapper glue-page glue-spacer-6-bottom"> <div class="glue-grid hero"> <div class="glue-grid__col glue-grid__col--span-6 content hero-section-wrapper-content"> <div class="content-section"> <div class="hero_eyebrow glue-eyebrow load-in-hidden"> AI PRINCIPLES</div> <div class="glue-headline glue-headline--headline-1 hero_heading glue-spacer-3-top load-in-hidden">Our principles</div> <div class="hero_subtext glue-body--large"> <p data-block-key="byl38">While we are optimistic about the potential of AI, we recognize that advanced technologies can raise important challenges that must be addressed clearly, thoughtfully, and affirmatively. These AI Principles describe our commitment to developing technology responsibly and work to establish specific application areas we will not pursue.</p></div> <div class="cta-wrapper glue-spacer-3-top glue-spacer-3-bottom"> <a href="/static/documents/EN-AI-Principles.pdf" data-event-content="Our principles - Download PDF of this page" target="_blank" class="glue-button cta-link cta-link-tertiary-internal glue-button--high-emphasis glue-button--icon-right content-track-js gradient-button-new type-1"> <span>Download PDF of this page</span> <svg role="presentation" aria-hidden="true" class="glue-icon"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 section-2 hero-section-wrapper-asset"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/google-deepmind-rXy5Zlmw3qY-unspla.original.format-webp_6mDcXKj.webp" class="hero_image" alt="image" width="389" height="219"> </picture> <div class="hero_line-mobile "></div> <div class="hero-image-subtext load-in-hidden"> <p data-block-key="m8sma">Created by Khyati Trehan as part of the <a href="https://deepmind.google/discover/visualising-ai/">Visualising AI</a> project launched by Google DeepMind, this image depicts AI safety research to prevent its misuse and encourage beneficial uses.</p> </div> </div> </div> </div> </section> </div> <div class="jumplinks-container"> <div class="glue-jumplinks glue-jumplinks--rewind homepage-jumplinks principles-jumplinks" id="jumplinks" role="navigation"> <button class="glue-jumplinks__button glue-jumplinks__button--prev" tabindex="-1" aria-hidden="true"> </button> <div class="homepage-jumplinks-wrappper"> <div class="glue-jumplinks__list box-shadow-class" data-glue-jumplink-label="Jump to section within page"> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-1" aria-label="Be socially beneficial." aria-current="true" data-event-content="Be socially beneficial" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Be socially beneficial.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-2" aria-label="Avoid creating or reinforcing unfair bias." aria-current="true" data-event-content="Avoid creating or reinforcing unfair bias" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Avoid creating or reinforcing unfair bias.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-3" aria-label="Be built and tested for safety." aria-current="true" data-event-content="Be built and tested for safety" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Be built and tested for safety.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-4" aria-label="Be accountable to people." aria-current="true" data-event-content="Be accountable to people" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Be accountable to people.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-5" aria-label="Incorporate privacy design principles." aria-current="true" data-event-content="Incorporate privacy design principles" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Incorporate privacy design principles.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-6" aria-label="Uphold high standards of scientific excellence." aria-current="true" data-event-content="Uphold high standards of scientific excellence" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Uphold high standards of scientific excellence.</span> </a> </div> <div class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link jumplinks-track-js" href="#section-7" aria-label="Be made available for uses that accord with these principles." aria-current="true" data-event-content="Be made available for uses that accord with these principles" data-event-content-type="sign post"> <span class="homepage-jumplinks-link-text">Be made available for uses that accord with these principles.</span> </a> </div> <div class="homepage-jumpling-line"></div> </div> </div> <button class="glue-jumplinks__button glue-jumplinks__button--next" tabindex="-1" aria-hidden="true"> </button> </div> <div id=section-1 class="glue-page content-section"> <div class="content-conteiner socially-beneficial-section"> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Be socially beneficial </div> </div> </div> </div> </div> <div class="cards-content-container section-1"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/16_9_video_1.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="e1re1">We are using artificial intelligence to help clinical experts <a href="https://www.youtube.com/watch?v=L-Uo3c62a8Q">detect breast cancer</a> in mammograms.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> The expanded reach of new technologies increasingly touches society as a whole </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="cfe5i">Advances in AI will have transformative impacts in a wide range of fields, including healthcare, security, energy, transportation, manufacturing, and entertainment. As we consider potential development and uses of AI technologies, we will take into account a broad range of social and economic factors, and will proceed where we believe that the overall likely benefits substantially exceed the foreseeable risks and downsides.</p><p data-block-key="81vov">AI also enhances our ability to understand the meaning of content at scale. We will strive to make high-quality and accurate information readily available using AI, while continuing to respect cultural, social, and legal norms in the countries where we operate. And we will continue to thoughtfully evaluate when to make our technologies available on a non-commercial basis.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-2 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Avoid creating or reinforcing unfair bias </div> </div> </div> </div> </div> <div class="cards-content-container section-2"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/Cards_2_uihO17b.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="hp50f">Using machine learning developed in partnership with Google, the <a href="https://about.google/main/gender-equality-films/">Geena Davis Inclusion Quotient (GD-IQ)</a> helps identify gender bias onscreen by identifying a character’s gender, as well as how long each actor spoke and were on-screen.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> AI algorithms and datasets can reflect, reinforce, or reduce unfair biases </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="znxsr">We recognize that distinguishing fair from unfair biases is not always simple, and differs across cultures and societies. We will seek to avoid unjust impacts on people, particularly those related to sensitive characteristics such as race, ethnicity, gender, nationality, income, sexual orientation, ability, and political or religious belief.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-3 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Be built and tested for safety </div> </div> </div> </div> </div> <div class="cards-content-container section-3"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/-i6XyOLot_ohd.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="m90r3">How Google keeps you safe online with <a href="https://www.youtube.com/watch?v=-i6XyOLot_o">AI that is secure by default</a>.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> We will continue to develop and apply strong safety and security practices to avoid unintended results that create risks of harm </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="7iyi7">We will design our AI systems to be appropriately cautious, and seek to develop them in accordance with best practices in AI safety research. In appropriate cases, we will test AI technologies in constrained environments and monitor their operation after deployment.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-4 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Be accountable to people </div> </div> </div> </div> </div> <div class="cards-content-container section-4"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/Anthem_Thumb_14.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="412bo">Project Vaani involves working with speakers of many different languages across hundreds of districts in India to build an <a href="https://sites.research.google/languages/">inclusive dataset</a>.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> Our AI technologies will be subject to appropriate human direction and control </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="ulji6">We will design AI systems that provide appropriate opportunities for feedback, relevant explanations, and appeal.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-5 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Incorporate privacy design principles </div> </div> </div> </div> </div> <div class="cards-content-container section-5"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/resp_section.original.format-webp.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="fydqx"><a href="https://deepmind.google/technologies/synthid/">SynthID</a> helps identify AI-generated content by embedding an imperceptible watermark on text, images, audio, and video content generated by our models.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> We will incorporate our privacy principles in the development and use of our AI technologies </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="486fz">We will give the opportunity for notice and consent, encourage architectures with privacy safeguards, and provide appropriate transparency and control over the use of data.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-6 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Uphold high standards of scientific excellence </div> </div> </div> </div> </div> <div class="cards-content-container section-6"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/AF_hero_2.width-1600.format-webp.original.format-webp.webp" class="block_image" alt="" > </picture> <div class="image-caption"> <p data-block-key="adut9"><a href="https://deepmind.google/technologies/alphafold/">AlphaFold</a> is accelerating breakthroughs in biology with AI, and has revealed millions of intricate 3D protein structures, helping scientists understand how life’s molecules interact.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> Technological innovation is rooted in the scientific method and a commitment to open inquiry, intellectual rigor, integrity, and collaboration </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="84afq">AI tools have the potential to unlock new realms of scientific research and knowledge in critical domains like biology, chemistry, medicine, and environmental sciences. We aspire to high standards of scientific excellence as we work to progress AI development.</p><p data-block-key="dhrdj">We will work with a range of stakeholders to promote thoughtful leadership in this area, drawing on scientifically rigorous and multidisciplinary approaches. And we will responsibly share AI knowledge by publishing educational materials, best practices, and research that enable more people to develop useful AI applications.</p> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> <div id=section-7 class="glue-page content-section"> <div class="content-conteiner "> <div class="load-in-hidden"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-12"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Be made available for uses that accord with these principles </div> </div> </div> </div> </div> <div class="cards-content-container section-7"> <div class="image-text-wrapper glue-spacer-4-top"> <div class="block_image load-in-hidden"> <picture> <img src="https://storage.googleapis.com/ai-prod-wagtail/images/05DAPUmamB4-HD.original.format-webp.webp" class="block_image" alt="" loading="lazy"> </picture> <div class="image-caption"> <p data-block-key="dim88">A woman uses <a href="https://www.youtube.com/watch?v=05DAPUmamB4">Lookout</a>, an AI powered Pixel feature designed to help people who are blind or low vision identify information about their surroundings, in a flower market.</p> </div> </div> <div class="glue-grid load-in-hidden responsibility-image-textblock"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-title"> <h2 class="glue-headline glue-headline--headline-4 glue-font-weight-regular"> Many technologies have multiple uses. We will work to limit potentially harmful or abusive applications </h2> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="heading-section-description"> <p data-block-key="4ibek">As we develop and deploy AI technologies, we will evaluate likely uses in light of the following factors:</p> </div> <div class="secondry-section-wrapper"> <div class="heading-section-description-secondary"> <p data-block-key="2kxst"><b>Primary purpose and use:</b> the primary purpose and likely use of a technology and application, including how closely the solution is related to or adaptable to a harmful use</p><hr/><p data-block-key="aussg"><b>Nature and uniqueness:</b> whether we are making available technology that is unique or more generally available</p><hr/><p data-block-key="8bmnl"><b>Scale:</b> whether the use of this technology will have significant impact</p><hr/><p data-block-key="9c0nf"><b>Nature of Google’s involvement:</b> whether we are providing general-purpose tools, integrating tools for customers, or developing custom solutions</p> </div> </div> </div> </div> <div class="divide-section"></div> </div> </div> </div> </div> </div> <div class="glue-page application-card-section"> <div class="application-cards"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Applications we will not pursue </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-6-md"> <div class="heading-section-description glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> <p data-block-key="k2021">In addition to the above objectives, we will not design or deploy AI in the following application areas:</p> </div> </div> </div> <div class=" load-in-hidden application-card-wrapper"> <ul class="glue-grid glue-cards"> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md"> <div class="card-container load-in-hidden"> <div class="safety-card"> <div class="card-asset"> <picture> <img class="card-image" src="https://storage.googleapis.com/ai-prod-wagtail/images/Frame_2049750349_1_2tq4xkZ.original.format-webp.webp" alt="" loading="lazy" > </picture> </div> <div class="card-text-wrapper glue-spacer-2-top"> <div class="glue-body glue-spacer-2-top card-description"> <p data-block-key="dhn9j">Technologies that cause or are likely to cause overall harm. Where there is a material risk of harm, we will proceed only where we believe that the benefits substantially outweigh the risks, and will incorporate appropriate safety constraints.</p> </div> </div> </div> </div> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md"> <div class="card-container load-in-hidden"> <div class="safety-card"> <div class="card-asset"> <picture> <img class="card-image" src="https://storage.googleapis.com/ai-prod-wagtail/images/Frame_2049750349_2_p9D5voZ.original.format-webp.webp" alt="" loading="lazy" > </picture> </div> <div class="card-text-wrapper glue-spacer-2-top"> <div class="glue-body glue-spacer-2-top card-description"> <p data-block-key="wsf6f">Weapons or other technologies whose principal purpose or implementation is to cause or directly facilitate injury to people.</p> </div> </div> </div> </div> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md"> <div class="card-container load-in-hidden"> <div class="safety-card"> <div class="card-asset"> <picture> <img class="card-image" src="https://storage.googleapis.com/ai-prod-wagtail/images/Frame_2049750349_3_U8Dqx0N.original.format-webp.webp" alt="" loading="lazy" > </picture> </div> <div class="card-text-wrapper glue-spacer-2-top"> <div class="glue-body glue-spacer-2-top card-description"> <p data-block-key="wsf6f">Technologies that gather or use information for surveillance violating internationally accepted norms.</p> </div> </div> </div> </div> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md"> <div class="card-container load-in-hidden"> <div class="safety-card"> <div class="card-asset"> <picture> <img class="card-image" src="https://storage.googleapis.com/ai-prod-wagtail/images/Frame_2049750349_4.original.format-webp.webp" alt="" loading="lazy" > </picture> </div> <div class="card-text-wrapper glue-spacer-2-top"> <div class="glue-body glue-spacer-2-top card-description"> <p data-block-key="wsf6f">Technologies whose purpose contravenes widely accepted principles of international law and human rights. </p> </div> </div> </div> </div> </li> </ul> </div> <div class="footnote"> <p class="glue-small-text">As our experience in this space deepens, this list may evolve.</p> </div> </div> <div class="divide-section"></div> </div> <div class="language-section"> <div class="glue-page hero-banner glue-spacer-5-top glue-spacer-5-bottom"> <div class="glue-spacer-5-bottom link-header"> <h2 class="glue-headline glue-headline--headline-2 glue-spacer-3-bottom load-in-hidden">Other languages</h2> </div> <div class="hero-lang"> <ul class="hero-lang-links"> <li> <a href="/static/documents/ES-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - 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日本語でダウンロード" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">日本語でダウンロード</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> <li> <a href="/static/documents/BR-PT-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - Baixe em portugues" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">Baixe em portugues</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> <li> <a href="/static/documents/ES-419-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - Descargar en español (Latinoamérica)" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">Descargar en español (Latinoamérica)</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> <li> <a href="/static/documents/FR-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - télécharger en français" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">télécharger en français</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> <li> <a href="/static/documents/ID-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - Download dalam bahasa Indonesia" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">Download dalam bahasa Indonesia</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> <li> <a href="/static/documents/KO-AI-Principles.pdf" class="glue-cta download-url content-track-js" data-event-content="Other languages - 한국어로 다운로드" data-event-content-type="pdf"> <span class="glue-font-weight-medium download-url-text">한국어로 다운로드</span> <svg role="presentation" aria-hidden="true" class="glue-icon--18px download-url-icon glue-icon--color-link"> <use href="/static/icons.svg#drive-pdf"></use> </svg> </a> </li> </ul> </div> </div> <div class="glue-page language-section-divider"></div> </div> <div class="glue-page" id="our-ai-principles-in-action"> <div class="ai-principles-cards"> <div class="glue-grid safety-section"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="hero-animation-content-title"> <div class="glue-headline glue-headline--headline-2 glue-font-weight-regular heading glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> Our AI Principles in action </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-6-md"> <div class="heading-section-description glue-spacer-2-top glue-spacer-2-bottom load-in-hidden"> <p data-block-key="741xz">Building on our AI Principles, we have developed recommended practices for developers and researchers to use when designing AI systems. This includes using a human-centered design approach to address challenges throughout the <a href="/static/documents/ai-responsibility-2024-update.pdf#page=6">AI responsibility lifecycle</a>: understanding unique limitations of datasets and models through research; building fairness, interpretability, privacy and safety into the systems; conducting ongoing assessments and testing; and sharing helpful information, tools and educational resources.</p> </div> </div> </div> <div class="card-wrapper"> <ul class="glue-grid glue-cards card-and-links-section"> <li class="glue-grid__col glue-grid__col--span-6"> <div class="card-container load-in-hidden"> <div class="safety-card"> <div class="card-asset"> <picture> <img class="card-image" src="https://storage.googleapis.com/ai-prod-wagtail/images/Image_ratios_17_OoHdUjW.original.format-webp.webp" alt="" loading="lazy" > </picture> </div> <div class="card-text-wrapper glue-spacer-2-top"> <h2 class="glue-headline glue-headline--headline-4"> Our most recent advances and emerging best practices </h2> </div> <div class="card-cta-wrapper"> <a href="/static/documents/ai-responsibility-2024-update.pdf" class="cta-primary content-track-js" data-event-content="our most recent advances and emerging best practices - 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