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href="https://aws.amazon.com/blogs/machine-learning/build-a-generative-ai-slack-chat-assistant-using-amazon-bedrock-and-amazon-kendra/" property="url" rel="bookmark"><img width="1024" height="574" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/10/07/Screenshot-2024-10-07-at-1.33.03 AM-1024x574.png" class="attachment-large size-large wp-post-image" alt="Build a generative AI Slack chat assistant using Amazon Bedrock and Amazon Kendra"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/machine-learning/build-a-generative-ai-slack-chat-assistant-using-amazon-bedrock-and-amazon-kendra/" property="url" rel="bookmark"><span property="name headline">Build a generative AI Slack chat assistant using Amazon Bedrock and Amazon Kendra</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Kruthi Jayasimha Rao</span></span> and <span property="author" typeof="Person"><span property="name">Mohamed Mohamud</span></span></span> <span>on <time property="datePublished" datetime="2024-10-07T12:48:43-08:00">07 OCT 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/machine-learning/category/artificial-intelligence/amazon-machine-learning/amazon-bedrock/" title="View all posts in Amazon Bedrock"><span property="articleSection">Amazon Bedrock</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/artificial-intelligence/amazon-kendra/" title="View all posts in Amazon Kendra"><span property="articleSection">Amazon Kendra</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/artificial-intelligence/generative-ai/" title="View all posts in Generative AI"><span property="articleSection">Generative AI</span></a>, <a 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LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Build%20a%20generative%20AI%20Slack%20chat%20assistant%20using%20Amazon%20Bedrock%20and%20Amazon%20Kendra&body=Build%20a%20generative%20AI%20Slack%20chat%20assistant%20using%20Amazon%20Bedrock%20and%20Amazon%20Kendra%0A%0Ahttps://aws.amazon.com/blogs/machine-learning/build-a-generative-ai-slack-chat-assistant-using-amazon-bedrock-and-amazon-kendra/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/machine-learning/build-a-generative-ai-slack-chat-assistant-using-amazon-bedrock-and-amazon-kendra/" title="Link to Build a generative AI Slack chat assistant using Amazon Bedrock and Amazon Kendra" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>In this post, we describe the development of a generative AI Slack application powered by Amazon Bedrock and Amazon Kendra. This is designed to be an internal-facing Slack chat assistant that helps answer questions related to the indexed content.</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/09/20/Screenshot-2024-09-20-at-9.47.41 AM.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/introducing-document-level-sync-reports-enhanced-data-sync-visibility-in-amazon-kendra/" property="url" rel="bookmark"><img width="1024" height="575" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/09/20/Screenshot-2024-09-20-at-9.47.41 AM.png" class="attachment-large size-large wp-post-image" alt="Introducing document-level sync reports: Enhanced data sync visibility in Amazon Kendra" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/machine-learning/introducing-document-level-sync-reports-enhanced-data-sync-visibility-in-amazon-kendra/" property="url" rel="bookmark"><span property="name headline">Introducing document-level sync reports: Enhanced data sync visibility in Amazon Kendra</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Aneesh Mohan</span></span> and <span property="author" typeof="Person"><span property="name">Ashwin Shukla</span></span></span> <span>on <time property="datePublished" datetime="2024-09-20T11:36:16-08:00">20 SEP 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/machine-learning/category/artificial-intelligence/amazon-kendra/" title="View all posts in Amazon Kendra"><span property="articleSection">Amazon Kendra</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/post-types/announcements/" title="View all posts in Announcements"><span property="articleSection">Announcements</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/post-types/technical-how-to/" title="View all posts in Technical How-to"><span property="articleSection">Technical How-to</span></a></span></span> <span><a href="https://aws.amazon.com/blogs/machine-learning/introducing-document-level-sync-reports-enhanced-data-sync-visibility-in-amazon-kendra/" property="url">Permalink</a></span> <span><a href="https://aws.amazon.com/blogs/machine-learning/introducing-document-level-sync-reports-enhanced-data-sync-visibility-in-amazon-kendra/#Comments"><i class="icon-comment"></i> Comments</a> </span> <span><a href="#" role="button" data-share-dialog-toggle><span class="span icon-share"></span> Share</a></span> <div class="blog-share-dialog" 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<li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/machine-learning/introducing-document-level-sync-reports-enhanced-data-sync-visibility-in-amazon-kendra/" title="Link to Introducing document-level sync reports: Enhanced data sync visibility in Amazon Kendra" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>In this post, we show you how the new document-level report in Amazon Kendra provides enhanced visibility and observability into the document processing lifecycle during data source sync jobs.</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/07/15/app_demo.jpg"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" property="url" rel="bookmark"><img width="844" height="540" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/07/15/app_demo.jpg" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" property="url" rel="bookmark"><span property="name headline">Enhance your media search experience using Amazon Q Business and Amazon Transcribe</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Roshan Thomas</span></span>, <span property="author" typeof="Person"><span property="name">Abhinav Jawadekar</span></span>, <span property="author" typeof="Person"><span property="name">Anup Dutta</span></span>, and <span property="author" typeof="Person"><span property="name">Bob Strahan</span></span></span> <span>on <time property="datePublished" datetime="2024-07-30T09:25:40-08:00">30 JUL 2024</time></span> <span>in <span class="blog-post-categories"><a href="https://aws.amazon.com/blogs/machine-learning/category/mobile-services/amazon-api-gateway/" title="View all posts in Amazon API Gateway"><span property="articleSection">Amazon API Gateway</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/artificial-intelligence/amazon-kendra/" title="View all posts in Amazon Kendra"><span property="articleSection">Amazon Kendra</span></a>, <a href="https://aws.amazon.com/blogs/machine-learning/category/amazon-q/" title="View all posts in Amazon Q"><span property="articleSection">Amazon Q</span></a>, <a 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</li> <li> <a class="lb-txt" href="https://twitter.com/intent/tweet/?text=Enhance%20your%20media%20search%20experience%20using%20Amazon%20Q%20Business%20and%20Amazon%20Transcribe&via=awscloud&url=https://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" target="_blank" rel="noopener noreferrer" aria-label="Share on Twitter"><span class="icon-twitter-square"></span></a> </li> <li> <a class="lb-txt" href="https://www.linkedin.com/shareArticle?mini=true&title=Enhance%20your%20media%20search%20experience%20using%20Amazon%20Q%20Business%20and%20Amazon%20Transcribe&source=Amazon%20Web%20Services&url=https://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" target="_blank" rel="noopener noreferrer" aria-label="Share on LinkedIn"><span class="icon-linkedin-square"></span></a> </li> <li> <a class="lb-txt" href="mailto:?subject=Enhance%20your%20media%20search%20experience%20using%20Amazon%20Q%20Business%20and%20Amazon%20Transcribe&body=Enhance%20your%20media%20search%20experience%20using%20Amazon%20Q%20Business%20and%20Amazon%20Transcribe%0A%0Ahttps://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/machine-learning/enhance-your-media-search-experience-using-amazon-q-business-and-amazon-transcribe/" title="Link to Enhance your media search experience using Amazon Q Business and Amazon Transcribe" readonly data-share-dialog-url></li> </ul> </div> </footer> <section class="blog-post-excerpt lb-rtxt" property="description"> <p>In today’s digital landscape, the demand for audio and video content is skyrocketing. Organizations are increasingly using media to engage with their audiences in innovative ways. From product documentation in video format to podcasts replacing traditional blog posts, content creators are exploring diverse channels to reach a wider audience. The rise of virtual workplaces has […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/05/09/FAST_Blog_Arch-1260x520.jpg"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/unleashing-the-power-of-generative-ai-verisks-journey-to-an-instant-insight-engine-for-enhanced-customer-support/" property="url" rel="bookmark"><img width="1024" height="423" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/05/09/FAST_Blog_Arch-1024x423.jpg" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/machine-learning/unleashing-the-power-of-generative-ai-verisks-journey-to-an-instant-insight-engine-for-enhanced-customer-support/" property="url" rel="bookmark"><span property="name headline">Unleashing the power of generative AI: Verisk’s journey to an Instant Insight Engine for enhanced customer support</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Tom Famularo</span></span>, <span property="author" typeof="Person"><span property="name">Abhay Shah</span></span>, <span property="author" typeof="Person"><span property="name">Nicolette Kontor</span></span>, <span property="author" typeof="Person"><span property="name">Dom Bavaro</span></span>, <span property="author" typeof="Person"><span property="name">Ryan Doty</span></span>, and <span property="author" typeof="Person"><span property="name">Tarik Makota</span></span></span> <span>on <time 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href="mailto:?subject=Unleashing%20the%20power%20of%20generative%20AI%3A%20Verisk%E2%80%99s%20journey%20to%20an%20Instant%20Insight%20Engine%20for%20enhanced%20customer%20support&body=Unleashing%20the%20power%20of%20generative%20AI%3A%20Verisk%E2%80%99s%20journey%20to%20an%20Instant%20Insight%20Engine%20for%20enhanced%20customer%20support%0A%0Ahttps://aws.amazon.com/blogs/machine-learning/unleashing-the-power-of-generative-ai-verisks-journey-to-an-instant-insight-engine-for-enhanced-customer-support/" target="_blank" rel="noopener noreferrer" aria-label="Share on Email"><span class="icon-envelope-square"></span></a> </li> <li class="blog-share-dialog-url"><input type="text" value="https://aws.amazon.com/blogs/machine-learning/unleashing-the-power-of-generative-ai-verisks-journey-to-an-instant-insight-engine-for-enhanced-customer-support/" title="Link to Unleashing the power of generative AI: Verisk’s journey to an Instant Insight Engine for enhanced customer support" readonly 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Verisk (Nasdaq: VRSK) is a leading data analytics and technology partner for the global insurance industry. Through advanced analytics, software, research, and industry expertise across over 20 countries, Verisk helps build resilience for individuals, communities, and businesses. The company is committed […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/03/14/pga-tour-on-aws.jpg"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/the-journey-of-pga-tours-generative-ai-virtual-assistant-from-concept-to-development-to-prototype/" property="url" rel="bookmark"><img width="918" height="517" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2024/03/14/pga-tour-on-aws.jpg" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a href="https://aws.amazon.com/blogs/machine-learning/the-journey-of-pga-tours-generative-ai-virtual-assistant-from-concept-to-development-to-prototype/" property="url" rel="bookmark"><span property="name headline">The journey of PGA TOUR’s generative AI virtual assistant, from concept to development to prototype</span></a></h2> <footer class="blog-post-meta" data-lb-comp="aws-blog:share-dialog"> <span>by <span property="author" typeof="Person"><span property="name">Ahsan Ali</span></span>, <span property="author" typeof="Person"><span property="name">Murali Baktha</span></span>, <span property="author" typeof="Person"><span property="name">Grace Lang</span></span>, <span property="author" typeof="Person"><span property="name">Jae Lee</span></span>, <span property="author" typeof="Person"><span property="name">Karn Chahar</span></span>, <span property="author" typeof="Person"><span property="name">Mike Amjadi</span></span>, <span property="author" typeof="Person"><span 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Generative artificial intelligence (generative AI) has enabled new possibilities for building intelligent systems. Recent improvements in Generative AI based large language models (LLMs) have enabled their use in a variety of applications surrounding information retrieval. Given the data sources, LLMs provided tools […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/12/19/ML-15256-agent-1260x536.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/build-generative-ai-agents-with-amazon-bedrock-amazon-dynamodb-amazon-kendra-amazon-lex-and-langchain/" property="url" rel="bookmark"><img width="1024" height="435" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/12/19/ML-15256-agent-1024x435.png" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a 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class="blog-post-excerpt lb-rtxt" property="description"> <p>Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. Instead of only fulfilling predefined intents through a static decision tree, agents are autonomous within the context of their suite of available […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/22/image003-1-1260x589.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/use-custom-metadata-created-by-amazon-comprehend-to-intelligently-process-insurance-claims-using-amazon-kendra/" property="url" rel="bookmark"><img width="1024" height="479" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/22/image003-1-1024x479.png" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 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For instance, according to International Data Corporation (IDC), […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/01/ML-15201-architecture.jpg"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/improve-llm-responses-in-rag-use-cases-by-interacting-with-the-user/" property="url" rel="bookmark"><img width="514" height="354" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/01/ML-15201-architecture.jpg" class="attachment-large size-large wp-post-image" alt="RAG improved architecture" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a 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Retrieval-Augmented Generation (RAG) is a popular technique for building question answering systems that use an external knowledge base. To learn more, refer to Build a powerful question answering bot with Amazon […]</p> </section> </div> </div> </article> <article class="blog-post" vocab="https://schema.org/" typeof="TechArticle"> <meta property="inLanguage" content="en-US"> <meta property="image" content="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/02/ML-15684-00-1-1017x630.png"> <div class="lb-row lb-snap"> <div class="lb-col lb-mid-6 lb-tiny-24"> <a href="https://aws.amazon.com/blogs/machine-learning/harnessing-the-power-of-enterprise-data-with-generative-ai-insights-from-amazon-kendra-langchain-and-large-language-models/" property="url" rel="bookmark"><img width="1024" height="634" src="https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2023/11/02/ML-15684-00-1-1024x634.png" class="attachment-large size-large wp-post-image" alt="" loading="lazy"></a> </div> <div class="lb-col lb-mid-18 lb-tiny-24"> <h2 class="lb-bold blog-post-title"><a 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However, their training on massive datasets also limits their usefulness for specialized tasks. Without continued learning, these models remain oblivious to new data and trends that emerge after their initial training. 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Amazon Kendra helps you easily aggregate content from a variety of content repositories into a centralized index that lets you quickly search all your enterprise data and find the most accurate answer. Drupal is a content management software. 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