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SAIF: Google's Guide to Secure AI
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src="https://www.gstatic.com/marketing-cms/assets/images/b5/01/86efa44e47768ae2a9877a2c949c/g-shield-lockup-header.svg" /> </picture> </div> <h1 class="glue-headline glue-headline--headline-1" data-cy="pageHeading"> Google's Secure AI Framework </h1> <p class="glue-subheadline glue-spacer-2-top glue-body--large" data-cy="pageSubHeading" > <span style="" class="glue-headline--headline-4 glue-headline glue-font-weight-regular" data-cy="text-attr" >A practitioner鈥檚 guide to navigating AI security</span > </p> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-0-sm glue-grid__col--span-1-md glue-grid__col--span-1-lg" ></div> </div> </div> <div class="one-col-container glue-page glue-container glue-spacer-none-top glue-spacer-0-bottom" data-cy="one-column-container" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-0-sm glue-grid__col--span-1-md glue-grid__col--span-2-lg" ></div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-10-md glue-grid__col--span-8-lg" data-modulewell data-cy="one-column-container-span" > <div class="rich-text-module glue-page glue-spacer-none-top glue-spacer-6-bottom" data-cy="rich-text-module" data-module > <div class="rich-text-module-items rich-text-body" data-cy="rich-text-items"> <div class="enhancement" data-align-center> <div class="enhancement-item glue-spacer-4-top glue-spacer-4-bottom"> <figure class="figure"> <picture data-crop="fluidFigure"> <source media="(max-width: 599px)" srcset=" https://www.gstatic.com/marketing-cms/assets/images/2a/d9/938170fb4fbaa7c8fe06739e9c47/header-layers.svg " /> <img class="image" data-alt-override="" alt="Homepage Header layers.svg" loading="lazy" src="https://www.gstatic.com/marketing-cms/assets/images/2a/d9/938170fb4fbaa7c8fe06739e9c47/header-layers.svg" /> </picture> </figure> </div> </div> <p></p> </div> </div> </div> </div> </div> <span class="hr-icon" style="--hr-bgColor: #fff"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--expand-more"> <use href="#expand-more"></use> </svg> </span> <div class="one-col-container glue-page glue-container glue-spacer-none-top glue-spacer-0-bottom" full-width style="background-color: #f8f9fa" data-cy="one-column-container" > <div class="glue-page glue-grid"> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-12-lg" data-modulewell data-cy="one-column-container-span" > <div class="page-promo-a glue-spacer-8-top glue-spacer-8-bottom" data-cy="promo"> <div class="glue-grid glue-page"> <div class="glue-grid__col glue-grid__col--span-1 glue-grid__col--span-0-sm glue-grid__col--span-0-md glue-grid__col--span-1-lg" ></div> <div class="glue-media glue-grid__col glue-grid__col--span-12 glue-grid__col--span-5-lg glue-grid__col--span-5-xl image-right" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> <div data-cy="promo-img" class="glue-content glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md glue-grid__col--span-12-sm" > <picture data-crop="fullSpan5Col1x1"> <source media="(min-width: 1024px)" width="502" height="502" srcset=" https://www.gstatic.com/marketing-cms/assets/images/be/5a/52852e5f4386adb349cd3ed7697b/map-2.svg " /> <source media="(min-width: 600px)" width="943" height="943" srcset=" https://www.gstatic.com/marketing-cms/assets/images/be/5a/52852e5f4386adb349cd3ed7697b/map-2.svg " /> <source media="(max-width: 599px)" width="543" height="543" srcset=" https://www.gstatic.com/marketing-cms/assets/images/be/5a/52852e5f4386adb349cd3ed7697b/map-2.svg " /> <img class="image" data-alt-override="true" alt="" width="543" height="543" loading="lazy" src="https://www.gstatic.com/marketing-cms/assets/images/be/5a/52852e5f4386adb349cd3ed7697b/map-2.svg" /> </picture> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> </div> </div> <div class="glue-content-well glue-grid__col glue-grid__col--span-12 glue-grid__col--span-5-lg glue-grid__col--span-5-xl" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> <div class="glue-content glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md glue-grid__col--span-10-lg" > <h2 class="glue-headline glue-headline--headline-3" data-cy="promo-title"> Explore AI development through a security lens </h2> <p class="glue-subheadline glue-spacer-2-top glue-body--intro" data-cy="promo-description" > Navigate an evolving landscape to build AI securely and responsibly. </p> <div class="cta-container glue-spacer-4-top"> <a class="glue-button glue-button--high-emphasis" href="./../secure-ai-framework/saif-map" target="_self" data-tracking='{"event":"select_content","eventParams":{"contentType":"tout","itemId":"Explore the SAIF Map"}}' data-cy="button" > Explore the SAIF Map </a> </div> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> </div> </div> <div class="glue-grid__col glue-grid__col--span-1 glue-grid__col--span-0-sm glue-grid__col--span-0-md glue-grid__col--span-1-lg" ></div> </div> </div> </div> </div> </div> <div class="one-col-container glue-page glue-container glue-spacer-none-top glue-spacer-0-bottom" data-cy="one-column-container" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-12-lg" data-modulewell data-cy="one-column-container-span" > <div class="page-promo-a glue-spacer-8-top glue-spacer-8-bottom" data-cy="promo"> <div class="glue-grid glue-page"> <div class="glue-grid__col glue-grid__col--span-1 glue-grid__col--span-0-sm glue-grid__col--span-0-md glue-grid__col--span-1-lg order-0" ></div> <div class="glue-media glue-grid__col glue-grid__col--span-12 glue-grid__col--span-5-lg glue-grid__col--span-5-xl image-left" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> <div data-cy="promo-img" class="glue-content glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md glue-grid__col--span-12-sm" > <picture data-crop="fullSpan5Col1x1"> <source media="(min-width: 1024px)" width="502" height="502" srcset=" https://www.gstatic.com/marketing-cms/assets/images/ad/c3/a11927194b54bbcdbf3aa2a727f1/risks-list.svg " /> <source media="(min-width: 600px)" width="943" height="943" srcset=" https://www.gstatic.com/marketing-cms/assets/images/ad/c3/a11927194b54bbcdbf3aa2a727f1/risks-list.svg " /> <source media="(max-width: 599px)" width="543" height="543" srcset=" https://www.gstatic.com/marketing-cms/assets/images/ad/c3/a11927194b54bbcdbf3aa2a727f1/risks-list.svg " /> <img class="image" data-alt-override="true" alt="" width="543" height="543" loading="lazy" src="https://www.gstatic.com/marketing-cms/assets/images/ad/c3/a11927194b54bbcdbf3aa2a727f1/risks-list.svg" /> </picture> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> </div> </div> <div class="glue-content-well glue-grid__col glue-grid__col--span-12 glue-grid__col--span-5-lg glue-grid__col--span-5-xl order-2" > <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> <div class="glue-content glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md glue-grid__col--span-10-lg" > <h2 class="glue-headline glue-headline--headline-3" data-cy="promo-title"> Understand AI security through 15 risks </h2> <p class="glue-subheadline glue-spacer-2-top glue-body--intro" data-cy="promo-description" > Learn about risks inherent to AI development and the controls to help address them. </p> <div class="cta-container glue-spacer-4-top"> <a class="glue-button glue-button--high-emphasis" href="./../secure-ai-framework/risks" target="_self" data-tracking='{"event":"select_content","eventParams":{"contentType":"tout","itemId":"Risks"}}' data-cy="button" > Risks </a> </div> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-2-sm glue-grid__col--span-1-md glue-grid__col--span-0-lg" ></div> </div> </div> <div class="glue-grid__col glue-grid__col--span-1 glue-grid__col--span-0-sm glue-grid__col--span-0-md glue-grid__col--span-1-lg order-3" ></div> </div> </div> </div> </div> </div> <div class="one-col-container glue-page glue-container glue-spacer-none-top glue-spacer-0-bottom" full-width style="background-color: #f8f9fa" data-cy="one-column-container" > <div 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