Evolving the Responsible Generative AI Toolkit with new tools for every LLM

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glue-page glue-spacer-4-top"> <div class="date-time"> <div class="published-date glue-font-weight-medium">OCT 23, 2024</div> </div> </section> <section class="glue-page glue-grid glue-spacer-1-top"> <section class="author-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-10-md"> <div class="author-obj"> <a class="glue-font-weight-medium" href="/en/search/?author=Ryan+Mullins">Ryan Mullins</a> <span class="glue-font-weight-medium role">Research Engineer and RAI Toolkit Tech Lead</span> </div> </section> <section class="social-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-2-md"> <button id="social-button" class="glue-button glue-button--low-emphasis glue-button--icon" aria-haspopup="true" aria-expanded="false"> <svg role="presentation" aria-hidden="true" class="glue-icon"> <use href="/glue-icon/#share"></use> </svg> <span>Share</span> </button> <ul id="social-menu" class="glue-elevation-level-1" role="menu" aria-labelledby="social-button"> 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href="mailto:name@example.com?subject=Check%20out%20this%20site&body=Check%20out%20{url}" title="Send via Email"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--social glue-icon--32px"> <use href="/glue-icon/#email"></use> </svg> <span>Mail</span> </a> </li> <li> <a href="#" title="Get shareable link" data-link="" data-copy-text="Copy Link" data-copied-text="Copied!"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--social glue-icon--32px"> <use href="/glue-icon/#link"></use> </svg> <span></span> </a> </li> </ul> </section> </section> <section class="blocks-container glue-page glue-spacer-3-top"> <div class="block"> <img class="banner-image" src="https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/Header_G4D_MediaPipe_enhancing_humans_-01.original.png" alt="AI detection on Google for Developers" /> <div class="inner-block-content rich-content"> <p data-block-key="ao3ra">Building AI responsibly is crucial. That's why we created the <a href="https://ai.google.dev/responsible">Responsible GenAI Toolkit</a>, providing resources to design, build, and evaluate open AI models. And we're not stopping there! We're now expanding the toolkit with new features designed to work with any LLMs, whether it's Gemma, Gemini, or any other model. This set of tools and features empower everyone to build AI responsibly, regardless of the model they choose.</p><h3 data-block-key="3o2m6"><b><br/>Here's what's new:</b></h3><h2 data-block-key="7u4dp"><b>SynthID Text: watermarking and detecting AI-generated content</b></h2><p data-block-key="cu1m1">Is it difficult to tell if a text was written by a human or generated by AI? SynthID Text has you covered. This technology allows you to <b>watermark and detect</b> text generated by your GenAI product.</p><p data-block-key="d7hr3"></p><p data-block-key="o433"><b>How it works:</b> SynthID watermarks and identifies AI-generated content by embedding digital watermarks directly into AI-generated text.</p><p data-block-key="3cnmn"></p><p data-block-key="btvia"><b>Open source for developers:</b> SynthID for text is accessible to all developers through Hugging Face and the Responsible GenAI Toolkit.</p><h3 data-block-key="eerqi"><b><br/>Learn more:</b></h3><ul><li data-block-key="8618r">Dive into the full technical details in the <a href="https://www.nature.com/articles/s41586-024-08025-4"><i>Nature</i> paper</a>.</li></ul><p data-block-key="bdf58"></p><ul><li data-block-key="5bpj1">Discover how to apply SynthID responsibly on the <a href="https://ai.google.dev/responsible/docs/safeguards/synthid">Responsible GenAI Toolkit website</a>.</li></ul><p data-block-key="9qmca"></p><ul><li data-block-key="9g4g8">Explore the <a href="https://deepmind.google/technologies/synthid/">SynthID Technology Page</a> for a comprehensive overview of SynthID's capabilities across all modalities.</li></ul><h3 data-block-key="1cfcj"><b><br/>Use it today:</b></h3><p data-block-key="9jc2u"></p><ul><li data-block-key="e5se">A production-grade implementation is available in the <a href="https://huggingface.co/docs/transformers/v4.46.0/en/internal/generation_utils">Hugging Face Transformers library</a>. Check out the <a href="https://huggingface.co/spaces/google/synthid-text">Hugging Face Space</a> for a step-by-step guide to configuring SynthID for your GenAI applications.</li></ul><p data-block-key="7fj12"></p><ul><li data-block-key="brp14">A reference implementation is also available on <a href="https://github.com/google-deepmind/synthid-text">GitHub</a> and <a href="https://pypi.org/project/synthid-text">PyPI</a>, with a <a href="https://colab.research.google.com/github/google-deepmind/synthid-text/blob/main/notebooks/synthid_text_huggingface_integration.ipynb">Colab Notebook</a> for interactive learning.</li></ul><p data-block-key="6rt6n"></p><p data-block-key="u00k">We invite the open source community to help us expand the reach of SynthID Text across frameworks, based on the implementations above. Reach out on <a href="https://github.com/google-deepmind/synthid-text/discussions">GitHub</a> or <a href="https://discord.gg/google-dev-community">Discord</a> with questions.</p><h2 data-block-key="f7658"><b><br/>Model Alignment: refine your prompts with LLM assistance</b></h2><p data-block-key="akklo">Crafting prompts that effectively enforce your business policies is crucial for generating high-quality outputs.</p><p data-block-key="f9qpb">The Model Alignment library helps you <b>refine your prompts</b> with support from LLMs.</p><p data-block-key="776ki"></p><p data-block-key="f2lhk"><b>Provide feedback</b> about how you want your model's outputs to change as a holistic critique or a set of guidelines.</p><p data-block-key="1sd76"></p><p data-block-key="alf5a">Use Gemini or your preferred LLM to <b>transform your feedback into a prompt</b> that aligns your model's behavior with your application’s needs and content policies.</p><h3 data-block-key="7me0h"><b><br/>Use it today:</b></h3><ul><li data-block-key="98a1k">Experiment with the interactive demo in <a href="https://colab.research.google.com/github/pair-code/model-alignment/blob/main/notebooks/Gemma_for_Model_Alignment.ipynb">Colab</a> and see how Gemini can help align and improve prompts for Gemma.</li></ul><p data-block-key="iila"></p><ul><li data-block-key="3f4c9">Access the library on <a href="https://pypi.org/project/model-alignment/">PyPI</a>.</li></ul><p data-block-key="2j4bu"></p><ul><li data-block-key="11der">Utilize these methods in Vertex AI Studio with <a href="https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/ai-powered-prompt-writing#refine_prompts">Refine Prompt</a>.</li></ul> </div> <div class="inner-block-content video-block"> <video autoplay="" loop="" muted="" playsinline="" poster="https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/wagtailvideo-utii8fy__thumb.jpg"> <source src='https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/Model-Alignment-Library.mp4' type='video/mp4'> <p>Sorry, your browser doesn't support playback for this video</p> </video> </div> <div class="inner-block-content rich-content"> <h2 data-block-key="ao3ra"><b>Prompt Debugging: streamline LIT deployment on Google Cloud</b></h2><p data-block-key="5oati"><a href="https://pair-code.github.io/lit/tutorials/sequence-salience/">Debugging prompts</a> is essential for responsible AI development. We're making it easier and faster with an improved deployment experience for the <a href="https://codelabs.developers.google.com/codelabs/responsible-ai/lit-on-gcp">Learning Interpretability Tool (LIT) on Google Cloud</a>.</p><p data-block-key="tmta"></p><ul><li data-block-key="6lo21"><b>Efficient, versatile model serving:</b> Leverage LIT's new model server container to deploy any Hugging Face or Keras LLM with support for generation, tokenization, and salience scoring on Cloud Run GPUs.</li></ul><p data-block-key="i90c"></p><ul><li data-block-key="1vnga"><b>Expanded connectivity from the LIT App:</b> Seamlessly connect to self-hosted models or Gemini via the Vertex API (generation only).</li></ul><p data-block-key="5mi6u"></p><ul><li data-block-key="1fmko"><b>Learn more:</b> Explore LIT’s capabilities for responsible model alignment on the <a href="https://ai.google.dev/responsible/docs/alignment/lit">Responsible GenAI Toolkit website</a>.</li></ul> </div> <div class="inner-block-content"> <div class="image-wrapper"> <img class="regular-image" src="https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/image4_9kmMFvV.original.png" alt="Learning Interpretability Tool (LIT) on Google Cloud." /> </div> </div> <div class="inner-block-content rich-content"> <h3 data-block-key="ao3ra"><b>We value your feedback!</b></h3><p data-block-key="1ij0">Join the conversation on the <a href="https://discord.gg/google-dev-community">Google Developer Community Discord</a> and share your thoughts on these new additions. We're eager to hear from you and continue building a responsible AI future together.</p> </div> </div> </section> <section class="navigation-container glue-page glue-spacer-6-top"> <div class="posted-in-section"> <div class="posted-in-section__heading"> <span class="glue-caption"> posted in: </span> </div> <div class="posted-in-section__tags"> <ul> <li> <a href="/en/search/?product_categories=Cloud" class="glue-caption">Cloud</a> </li> <li> <a href="/en/search/?technology_categories=AI" class="glue-caption">AI</a> </li> <li> <a href="/en/search/?technology_categories=Cloud" class="glue-caption">Cloud</a> </li> <li> <a href="/en/search/?content_type_categories=Announcements" class="glue-caption">Announcements</a> </li> <li> <a href="/en/search/?content_type_categories=Industry+Trends" class="glue-caption">Industry Trends</a> </li> <li> <a href="/en/search/?content_type_categories=Solutions" class="glue-caption">Solutions</a> </li> <li> <a href="/en/search/?tag=Explore" 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Evolving the Responsible Generative AI Toolkit with new tools for every LLM - Google Developers Blog