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In this demo, I will focus on security aspect of the solution. This demonstration will highlight the various security measures implemented and enforced in our AI reference architecture for this Agentic RAG. F5 is a trusted leader in security, with a track record of delivering robust solutions for securing applications and networks. Recognized by many independent evaluations as a Leader in Web Application and API Security from IDC, SC Award, TrustRadius, EMA, and many more, F5 exemplifies excellence and innovation. These endorsements affirm F5’s expertise, reassuring organizations that their digital assets are protected by a capable, reputable partner that keeps pace with evolving security needs. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":197},"postTime":"2025-02-13T05:00:00.033-08:00","lastPublishTime":"2025-02-13T05:00:00.033-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" In my previous article—Enhance your GenAI chatbot with the power of Agentic RAG and F5 platform, I discussed enhancing your Generative AI (GenAI) chatbot using the power of Agentic Retrieval-Augmented Generation (RAG) and F5 platform. That article provided a high-level overview of how Agent-Based RAG (or Agentic RAG) operates and detailed the pipeline that powers it. In this follow-up article, I will demonstrate how to secure an Agentic RAG, building on the foundational concepts introduced earlier. \n Securing Agentic AI—or GenAI in general—requires implementing multiple layers of security controls. It is important to note that GenAI applications are a modern application, leveraging contemporary application frameworks and methodologies (in contrast to traditional monolithic applications). These applications are typically distributed, often running on containerized platforms such as Kubernetes. Due to their distributed, microservices-based architecture, GenAI applications rely heavily on APIs, which form the backbone of GenAI services. \n To ensure comprehensive security, traditional controls such as Web Application and API Protection (WAAP), bot management, advanced API security measures, and adherence to security best practices remain essential. However, to address the unique challenges of GenAI applications, purpose-built solutions like AI Gateways, which focus on AI runtime security and traffic governance, are crucial \n \n In this article, we will explore six key security controls designed to secure AI services. Securing AI services with AI Gateway has been shown in this article - F5 AI Gateway - Secure, Deliver and Optimize GenAI Apps \n Securing GenAI with F5 Distributed Cloud ServicesDEMO \n Please feel reach out to F5 if you need any further deep-dive discussion. \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1805","kudosSumWeight":1,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuMnwyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zMzk1NzEtWkdDSmFx?revision=5\"}"}}],"totalCount":1,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"videos":{"__typename":"VideoConnection","edges":[],"totalCount":0,"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"Conversation:conversation:335138":{"__typename":"Conversation","id":"conversation:335138","topic":{"__typename":"TkbTopicMessage","uid":335138},"lastPostingActivityTime":"2024-10-18T12:08:36.968-07:00","solved":false},"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zMzUxMzgtY3J6WXdz?revision=12\"}":{"__typename":"AssociatedImage","url":"https://community.f5.com/t5/s/zihoc95639/images/bS0zMzUxMzgtY3J6WXdz?revision=12","title":"agentic-rag-pipeline.png","associationType":"BODY","width":3334,"height":1808,"altText":""},"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zMzUxMzgtaldrUGh0?revision=12\"}":{"__typename":"AssociatedImage","url":"https://community.f5.com/t5/s/zihoc95639/images/bS0zMzUxMzgtaldrUGh0?revision=12","title":"ref-arch.png","associationType":"BODY","width":3410,"height":1734,"altText":""},"TkbTopicMessage:message:335138":{"__typename":"TkbTopicMessage","subject":"Enhance your GenAI chatbot with the power of Agentic RAG and F5 platform","conversation":{"__ref":"Conversation:conversation:335138"},"id":"message:335138","revisionNum":12,"uid":335138,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:171064"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" Agentic RAG (Retrieval-Augmented Generation) enhances the capabilities of a GenAI chatbot by integrating dynamic knowledge retrieval into its conversational abilities, making it more context-aware and accurate. \n In this demo, I will demonstrate an autonomous decision-making GenAI chatbot utilizing Agentic RAG. I will explore what Agentic RAG is and why it's crucial in today's AI landscape. I will also discuss how organizations can leverage GPUaaS (GPU as a Service) or AI Factory providers to accelerate their AI strategy. \n F5 platform provides robust security features that protect sensitive data while ensuring high availability and performance. They optimize the chatbot by streamlining traffic management and reducing latency, ensuring smooth interactions even during high demand. This integration ensures the GenAI chatbot is not only smart but also reliable and secure for enterprise use. ","introduction":"","metrics":{"__typename":"MessageMetrics","views":500},"postTime":"2024-10-15T05:00:00.029-07:00","lastPublishTime":"2024-10-18T12:08:36.968-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Introduction \n This is the GenAI demo series, where we focus on securing, delivering, and optimizing modern GenAI apps with F5. In my first demo video, I demonstrated how Retrieval-Augmented Generation (RAG) works and highlighted its value for an organization. This video will build upon that foundational understanding by focusing on enhancing and supercharging your GenAI chatbot with the power of Agentic RAG (Agent-based RAG). Learn how F5 platform makes it ridiculously easy to achieve your organization's AI journey. I will also touch on how you can leverage GPUaaS or AI Factory providers to accelerate your AI strategy. \n \n What is an Agentic RAG? \n Agentic RAG is an advanced AI framework that extends traditional Retrieval-Augmented Generation (RAG) systems by integrating enhanced decision-making capabilities. Unlike standard RAG models, which focus primarily on retrieving context, Agentic RAG incorporates reasoning and autonomy. This allows the AI system to make decisions and take actions based on retrieved data to achieve predefined goals. 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