AI

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2025 Top AI Use Cases, AI For Nuclear Safety & CaMeL Prompt Injection Fixes
It's AI Friday! This week, we unpack The latest AI news and trends, including the top AI use cases for 2025 Intriguing new developments from OpenAI AI in nuclear safety with PG&E (what could possibly go wrong?) Novel defenses against prompt injection attacks with CaMeL LLM-powered conversations with dolphins Join Aubrey, Joel, Ken, and Byron as they blend in-depth insights with good-natured humor. Like and subscribe as we explore the future of AI together! Related Content: How are people using AI in 2025? OpenAI Models o3 and o4 think in images and concepts. OpenAI's 'Break Glass In Case of SkyNet' paper AI For Nuclear Safety - PG&E Can a CaMeL fix prompt injection?? Google's DolphinGemma LLM.. Yep. It's for talking to dolphins.
AubreyKingF5
Apr 18, 2025 Place Technical Articles
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AI Hardware Primer, Google Ironwood TPU, OpenAI Operator and More - Ep.15
In this episode of AI Friday we unpack the latest in AI technology and hardware. We start off with an AI hardware primer from Joel Moses that is not to be missed.
AubreyKingF5
Apr 11, 2025 Place Technical Articles
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AI Friday: Are Chatbots Passing the Turing Test? Explore the Ethics! - Ep.14
Join the DevCentral crew as we dive into groundbreaking AI research, explore how OpenAI's GPT models mimic humans, and discuss critical advancements in AI security and ethics. From Turing tests to deepfake controversies, this episode of AI Friday is packed with thought-provoking insights and practical takeaways for the AI-powered future. Secure your AI journey. Stay informed. Stay connected. It’s time to redefine intelligence—welcome to AI Friday! Associated articles: AI PASSES TURING TEST!!! Tracing LLM Reasoning AI Image Ethics More On Model Context Protocol And the episode...
AubreyKingF5
Apr 04, 2025 Place Technical Articles
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AI Friday LIVE w/ Steve Wilson - Vibe Coding, Agentic AI Security And More
Welcome to AI Friday! In this episode, we dive into the latest developments in Generative AI Security, discussing the implications and challenges of this emerging technology. Join Aubrey from DevCentral and the OWASP GenAI Security Project, along with an expert panel including Byron, Ken, Lori, and special guest Steve Wilson, as they explore the complexities of AI in the news and the evolving landscape of AI security. We also take a closer look at the fascinating topic of vibe coding, its impact on software development, and the transformative potential of AI-assisted coding practices. Whether you're a developer, security professional, or an AI enthusiast, this episode is packed with insights and expert opinions that you won't want to miss. Don't forget to like, subscribe, and join the conversation! Topics: Agentic Risk vs. Reward OWASP GenAI Security Project DeepSeek and Inference Performance Vibe Coding Roundtable Annnnd we may have shared some related, mostly wholesome memes.
AubreyKingF5
Mar 31, 2025 Place Technical Articles
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AI Friday Live: NVIDIA GTC - Disney Robots, Blackwell, Groot, Newton And More!
Join us for our first live episode of AI Friday, where we delve into the latest and most exciting developments in the world of artificial intelligence. This week, we discuss the major announcements from NVIDIA's GTC conference, including insights on their new Blackwell chips and the fascinating advancements in autonomous vehicles. Our very own Buu Lam from DevCentral shares his firsthand experience and key takeaways from the event. In addition, we explore the groundbreaking world of robotics, highlighting how Disney's cute robots, powered by NVIDIA and Google DeepMind, are set to revolutionize the industry. We also tease our upcoming episode featuring Steve Wilson, where we will discuss the OWASP Gen AI Security Project and its implications for large language model applications. Don't miss out on this engaging and informative discussion! Would you like some fish with all those new chips? DGX Spark / Station Robotics: Groot and Newton Nemotron Models
AubreyKingF5
Mar 21, 2025 Place Technical Articles
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Exploring Quantum Computing, AI, Networking and Cryptography at AppWorld 2025
Join us as we dive into the exciting world of quantum computing and AI at App World 2025, held at the fabulous Fontainebleau in Las Vegas. I get to host a fascinating discussion with Daniela Pontes and Brett Wolmarans bwolmarans from F5. We explore the latest advancements in AI, the impact of quantum computing on cybersecurity, and what the future holds for post-quantum cryptography. Discover how F5 is leveraging AI to optimize and secure applications, and learn about the recent release of the AI gateway. Daniela delves into the looming threat of quantum computing on current cryptography standards, explaining the importance of transitioning to quantum-resistant algorithms and even a little on quantum networking. Stay tuned for info on how industries like finance and healthcare are preparing for a quantum future. Don't miss this episode full of expert knowledge and cutting-edge technology!
AubreyKingF5
Mar 20, 2025 Place Technical Articles
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AI Friday: Agentic AI, Helix VLAM, Google Gemini Robotics, Managing Agents
Join us for another exciting episode of AI Friday! This week, we delve into the latest advancements and news in the world of artificial intelligence. Our hosts, Aubrey, Lori, Ken, and Byron, discuss the fascinating developments in agentic AI, exploring its implications for autonomy, memory, and perception. We also touch on the potential risks and security concerns associated with this cutting-edge technology. Don't forget to join us on March 28th for a special live stream with Steve Wilson, the founder of the OWASP Top Ten for Large Language Model Applications. It's going to be an insightful session you won't want to miss! Stay tuned for engaging discussions, intriguing insights, and a sneak peek into the future of AI technology. Make sure to hit the like button, subscribe to our channel, and click the notification bell so you never miss an episode of AI Friday! Resources: Rise Of The Thinking Machines Real Robots Gemini Robotics Managing AI Agents
AubreyKingF5
Mar 14, 2025 Place Technical Articles
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Alexa+, GPT-5 Pricing, and Livestream Announcement - AI Friday Ep.10
Join us for an exciting AI Friday episode where we dive deep into the latest developments in artificial intelligence! This week, we're bringing you the most pertinent AI news, discussing the intriguing case of psychopathic AI models, and announcing our very first live stream on March 28th with the esteemed Steve Wilson, CTO of Exabeam and a key figure in the OWASP Top Ten for LLM Apps and Generative AI. In this episode, we also explore the launch of Amazon's Alexa+ and its implications for the AI ecosystem. Additionally, we break down the new GPT-5 pricing model, examining its potential impact on the market. Special thanks to Kid Rock for unexpectedly boosting our visibility, plus, get ready to meet our expert guests Ken Arora, Chuck Herrin, Laurie MacVittie, and Joel Moses as they provide their unique insights into the world of AI. Tune in now to stay ahead of the curve in the ever-evolving field of artificial intelligence! Here are the articles we chatted on: Trained Model Goes Psychopath OpenAI Pay-For-Brains Plan Introducing Alexa+ Infinite Retrieval
AubreyKingF5
Mar 07, 2025 Place Technical Articles
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AI Friday, Ep.9: Exploring AI Security and Grok's Unhinged Mode at App World 2025 in Vegas

AubreyKingF5
Mar 04, 2025 Place Technical Articles
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Secure AI RAG using F5 Distributed Cloud in Red Hat OpenShift AI and NetApp ONTAP Environment
Introduction Retrieval Augmented Generation (RAG) is a powerful technique that allows Large Language Models (LLMs) to access information beyond their training data. The “R” in RAG refers to the data retrieval process, where the system retrieves relevant information from an external knowledge base based on the input query. Next, the “A” in RAG represents the augmentation of context enrichment, as the system combines the retrieved relevant information and the input query to create a more comprehensive prompt for the LLM. Lastly, the “G” in RAG stands for response generation, where the LLM generates a response with a more contextually accurate output based on the augmented prompt as a result. RAG is becoming increasingly popular in enterprise AI applications due to its ability to provide more accurate and contextually relevant responses to a wide range of queries. However, deploying RAG can introduce complexity due to its components being located in different environments. For instance, the datastore or corpus, which is a collection of data, is typically on-premise for enhanced control over data access and management due to data security, governance, and compliance with regulations within the enterprise. Meanwhile, inference services are often deployed in the cloud for their scalability and cost-effectiveness. In this article, we will discuss how F5 Distributed Cloud can simplify the complexity and securely connect all RAG components seamlessly for enterprise RAG-enabled AI applications deployments. Specifically, we will focus on Network Connect, App Connect, and Web App & API Protection. We will demonstrate how these F5 Distributed Cloud features can be leveraged to secure RAG in collaboration with Red Hat OpenShift AI and NetApp ONTAP. Example Topology F5 Distributed Cloud Network Connect F5 Distributed Cloud Network Connect enables seamless and secure network connectivity across hybrid and multicloud environments. By deploying F5 Distributed Cloud Customer Edge (CE) at site, it allows us to easily establish encrypted site-to-site connectivity across on-premises, multi-cloud, and edge environment. Jensen Huang, CEO of NVIDIA, has said that "Nearly half of the files in the world are stored on-prem on NetApp.”. In our example, enterprise data stores are deployed on NetApp ONTAP in a data center in Seattle managed by organization B (Segment-B: s-gorman-production-segment), while RAG services, including embedding Large Language Model (LLM) and vector database, is deployed on-premise on a Red Hat OpenShift cluster in a data center in California managed by Organization A (Segment-A: jy-ocp). By leveraging F5 Distributed Cloud Network Connect, we can quickly and easily establish a secure connection for seamless and efficient data transfer from the enterprise data stores to RAG services between these two segments only: F5 Distributed Cloud CE can be deployed as a virtual machine (VM) or as a pod on a Red Hat OpenShift cluster. In California, we deploy the CE as a VM using Red Hat OpenShift Virtualization — click here to find out more on Deploying F5 Distributed Cloud Customer Edge in Red Hat OpenShift Virtualization: Segment-A: jy-ocp on CE in California and Segment-B: s-gorman-production-segment on CE in Seattle: Simply and securely connect Segment-A: jy-ocp and Segment-B: s-gorman-production-segment only, using Segment Connector: NetApp ONTAP in Seattle has a LUN named “tbd-RAG”, which serves as the enterprise data store in our demo setup and contains a collection of data. After these two data centers are connected using F5 XC Network Connect, a secure encrypted end-to-end connection is established between them. In our example, “test-ai-tbd” is in the data center in California where it hosts the RAG services, including embedding Large Language Model (LLM) and vector database, and it can now successfully connect to the enterprise data stores on NetApp ONTAP in the data center in Seattle: F5 Distributed Cloud App Connect F5 Distributed Cloud App Connect securely connects and delivers distributed applications and services across hybrid and multicloud environments. By utilizing F5 Distributed Cloud App Connect, we can direct the inference traffic through F5 Distributed Cloud's security layers to safeguard our inference endpoints. Red Hat OpenShift on Amazon Web Services (ROSA) is a fully managed service that allows users to develop, run, and scale applications in a native AWS environment. We can host our inference service on ROSA so that we can leverage the scalability, cost-effectiveness, and numerous benefits of AWS’s managed infrastructure services. For instance, we can host our inference service on ROSA by deploying Ollama with multiple AI/ML models: Or, we can enable Model Serving on Red Hat OpenShift AI (RHOAI). Red Hat OpenShift AI (RHOAI) is a flexible and scalable AI/ML platform builds on the capabilities of Red Hat OpenShift that facilitates collaboration among data scientists, engineers, and app developers. This platform allows them to serve, build, train, deploy, test, and monitor AI/ML models and applications either on-premise or in the cloud, fostering efficient innovation within organizations. In our example, we use Red Hat OpenShift AI (RHOAI) Model Serving on ROSA for our inference service: Once inference service is deployed on ROSA, we can utilize F5 Distributed Cloud to secure our inference endpoint by steering the inference traffic through F5 Distributed Cloud's security layers, which offers an extensive suite of features designed specifically for the security of modern AI/ML inference endpoints. This setup would allow us to scrutinize requests, implement policies for detected threats, and protect sensitive datasets before they reach the inferencing service hosted within ROSA. In our example, we setup a F5 Distributed Cloud HTTP Load Balancer (rhoai-llm-serving.f5-demo.com), and we advertise it to the CE in the datacenter in California only: We now reach our Red Hat OpenShift AI (RHOAI) inference endpoint through F5 Distributed Cloud: F5 Distributed Cloud Web App & API Protection F5 Distributed Cloud Web App & API Protection provides comprehensive sets of security features, and uniform observability and policy enforcement to protect apps and APIs across hybrid and multicloud environments. We utilize F5 Distributed Cloud App Connect to steer the inference traffic through F5 Distributed Cloud to secure our inference endpoint. In our example, we protect our Red Hat OpenShift AI (RHOAI) inference endpoint by rate-limiting the access, so that we can ensure no single client would exhaust the inference service: A "Too Many Requests" is received in the response when a single client repeatedly requests access to the inference service at a rate higher than the configured threshold: This is just one of the many security features to protect our inference service. Click here to find out more on Securing Model Serving in Red Hat OpenShift AI (on ROSA) with F5 Distributed Cloud API Security. Demonstration In a real-world scenario, the front-end application could be hosted on the cloud, or hosted at the edge, or served through F5 Distributed Cloud, offering flexible alternatives for efficient application delivery based on user preferences and specific needs. To illustrate how all the discussed components work seamlessly together, we simplify our example by deploying Open WebUI as the front-end application on the Red Hat OpenShift cluster in the data center in California, which includes RAG services. While a DPU or GPU could be used for improved performance, our setup utilizes a CPU for inferencing tasks. We connect our app to our enterprise data stores deployed on NetApp ONTAP in the data center in Seattle using F5 Distributed Cloud Network Connect, where we have a copy of "Chapter 1. About the Migration Toolkit for Virtualization" from Red Hat. These documents are processed and saved to the Vector DB: Our embedding Large Language Model (LLM) is Sentence-Transformers/all-MiniLM-L6-v2, and here is our RAG template: Instead of connecting to the inference endpoint on Red Hat OpenShift AI (RHOAI) on ROSA directly, we connect to the F5 Distributed Cloud HTTP Load Balancer (rhoai-llm-serving.f5-demo.com) from F5 Distributed Cloud App Connect: Previously, we asked, "What is MTV?“ and we never received a response related to Red Hat Migration Toolkit for Virtualization: Now, let's try asking the same question again with RAG services enabled: We finally received the response we had anticipated. Next, we use F5 Distributed Cloud Web App & API Protection to safeguard our Red Hat OpenShift AI (RHOAI) inference endpoint on ROSA by rate-limiting the access, thus preventing a single client from exhausting the inference service: As expected, we received "Too Many Requests" in the response on our app upon requesting the inference service at a rate greater than the set threshold: With F5 Distributed Cloud's real-time observability and security analytics from the F5 Distributed Console, we can proactively monitor for potential threats. For example, if necessary, we can block a client from accessing the inference service by adding it to the Blocked Clients List: As expected, this specific client is now unable to access the inference service: Summary Deploying and securing RAG for enterprise RAG-enabled AI applications in a multi-vendor, hybrid, and multi-cloud environment can present complex challenges. In collaboration with Red Hat OpenShift AI (RHOAI) and NetApp ONTAP, F5 Distributed Cloud provides an effortless solution that secures RAG components seamlessly for enterprise RAG-enabled AI applications.
Jennifer_Yeung
Feb 25, 2025 Place Technical Articles
338Views
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Grab your thinking caps and coffee—it's time for another deep dive into the world of AI. \n Pertinent articles... \n \n Google Ironwood TPU \n OpenAI Operator In Action \n Key Cybersecurity Challenges For 2025 \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"967","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuM3wyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA3NDgtNjJwcGli?revision=6\"}"}}],"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:340670":{"__typename":"Conversation","id":"conversation:340670","topic":{"__typename":"TkbTopicMessage","uid":340670},"lastPostingActivityTime":"2025-04-04T10:01:34.965-07:00","solved":false},"TkbTopicMessage:message:340670":{"__typename":"TkbTopicMessage","subject":"AI Friday: Are Chatbots Passing the Turing Test? Explore the Ethics! - Ep.14","conversation":{"__ref":"Conversation:conversation:340670"},"id":"message:340670","revisionNum":2,"uid":340670,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":26},"postTime":"2025-04-04T10:01:34.965-07:00","lastPublishTime":"2025-04-04T10:01:34.965-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join the DevCentral crew as we dive into groundbreaking AI research, explore how OpenAI's GPT models mimic humans, and discuss critical advancements in AI security and ethics. \n From Turing tests to deepfake controversies, this episode of AI Friday is packed with thought-provoking insights and practical takeaways for the AI-powered future. \n Secure your AI journey. Stay informed. Stay connected. It’s time to redefine intelligence—welcome to AI Friday! \n Associated articles: \n \n AI PASSES TURING TEST!!! \n Tracing LLM Reasoning \n AI Image Ethics \n More On Model Context Protocol \n \n And the episode... \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"618","kudosSumWeight":1,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"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:340550":{"__typename":"Conversation","id":"conversation:340550","topic":{"__typename":"TkbTopicMessage","uid":340550},"lastPostingActivityTime":"2025-03-31T09:27:08.117-07:00","solved":false},"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAta1B2TGJt?revision=3\"}":{"__typename":"AssociatedImage","url":"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAta1B2TGJt?revision=3","title":"url_upload.jpg","associationType":"BODY","width":666,"height":375,"altText":""},"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAtWldWQ09s?revision=3\"}":{"__typename":"AssociatedImage","url":"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAtWldWQ09s?revision=3","title":"url_upload.png","associationType":"BODY","width":1280,"height":1280,"altText":""},"TkbTopicMessage:message:340550":{"__typename":"TkbTopicMessage","subject":"AI Friday LIVE w/ Steve Wilson - Vibe Coding, Agentic AI Security And More","conversation":{"__ref":"Conversation:conversation:340550"},"id":"message:340550","revisionNum":3,"uid":340550,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":35},"postTime":"2025-03-31T09:27:08.117-07:00","lastPublishTime":"2025-03-31T09:27:08.117-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Welcome to AI Friday! In this episode, we dive into the latest developments in Generative AI Security, discussing the implications and challenges of this emerging technology. Join Aubrey from DevCentral and the OWASP GenAI Security Project, along with an expert panel including Byron, Ken, Lori, and special guest Steve Wilson, as they explore the complexities of AI in the news and the evolving landscape of AI security. \n We also take a closer look at the fascinating topic of vibe coding, its impact on software development, and the transformative potential of AI-assisted coding practices. Whether you're a developer, security professional, or an AI enthusiast, this episode is packed with insights and expert opinions that you won't want to miss. Don't forget to like, subscribe, and join the conversation! \n Topics: \n \n Agentic Risk vs. Reward \n OWASP GenAI Security Project \n DeepSeek and Inference Performance \n Vibe Coding Roundtable \n \n \n \n Annnnd we may have shared some related, mostly wholesome memes. \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1040","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[{"__typename":"AssociatedImageEdge","cursor":"MjUuM3wyLjF8b3wyNXxfTlZffDE","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAta1B2TGJt?revision=3\"}"}},{"__typename":"AssociatedImageEdge","cursor":"MjUuM3wyLjF8b3wyNXxfTlZffDI","node":{"__ref":"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDA1NTAtWldWQ09s?revision=3\"}"}}],"totalCount":2,"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:340384":{"__typename":"Conversation","id":"conversation:340384","topic":{"__typename":"TkbTopicMessage","uid":340384},"lastPostingActivityTime":"2025-03-21T12:51:09.722-07:00","solved":false},"TkbTopicMessage:message:340384":{"__typename":"TkbTopicMessage","subject":"AI Friday Live: NVIDIA GTC - Disney Robots, Blackwell, Groot, Newton And More!","conversation":{"__ref":"Conversation:conversation:340384"},"id":"message:340384","revisionNum":2,"uid":340384,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":19},"postTime":"2025-03-21T12:51:09.722-07:00","lastPublishTime":"2025-03-21T12:51:09.722-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join us for our first live episode of AI Friday, where we delve into the latest and most exciting developments in the world of artificial intelligence. This week, we discuss the major announcements from NVIDIA's GTC conference, including insights on their new Blackwell chips and the fascinating advancements in autonomous vehicles. Our very own Buu Lam from DevCentral shares his firsthand experience and key takeaways from the event. \n In addition, we explore the groundbreaking world of robotics, highlighting how Disney's cute robots, powered by NVIDIA and Google DeepMind, are set to revolutionize the industry. We also tease our upcoming episode featuring Steve Wilson, where we will discuss the OWASP Gen AI Security Project and its implications for large language model applications. Don't miss out on this engaging and informative discussion! \n \n Would you like some fish with all those new chips? \n DGX Spark / Station \n Robotics: Groot and Newton \n Nemotron Models \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"984","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"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:340360":{"__typename":"Conversation","id":"conversation:340360","topic":{"__typename":"TkbTopicMessage","uid":340360},"lastPostingActivityTime":"2025-03-20T10:00:00.044-07:00","solved":false},"TkbTopicMessage:message:340360":{"__typename":"TkbTopicMessage","subject":"Exploring Quantum Computing, AI, Networking and Cryptography at AppWorld 2025","conversation":{"__ref":"Conversation:conversation:340360"},"id":"message:340360","revisionNum":1,"uid":340360,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":38},"postTime":"2025-03-20T10:00:00.044-07:00","lastPublishTime":"2025-03-20T10:00:00.044-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join us as we dive into the exciting world of quantum computing and AI at App World 2025, held at the fabulous Fontainebleau in Las Vegas. I get to host a fascinating discussion with Daniela Pontes and Brett Wolmarans bwolmarans from F5. We explore the latest advancements in AI, the impact of quantum computing on cybersecurity, and what the future holds for post-quantum cryptography. \n Discover how F5 is leveraging AI to optimize and secure applications, and learn about the recent release of the AI gateway. Daniela delves into the looming threat of quantum computing on current cryptography standards, explaining the importance of transitioning to quantum-resistant algorithms and even a little on quantum networking. Stay tuned for info on how industries like finance and healthcare are preparing for a quantum future. Don't miss this episode full of expert knowledge and cutting-edge technology! \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"916","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"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:340255":{"__typename":"Conversation","id":"conversation:340255","topic":{"__typename":"TkbTopicMessage","uid":340255},"lastPostingActivityTime":"2025-03-14T14:25:46.587-07:00","solved":false},"TkbTopicMessage:message:340255":{"__typename":"TkbTopicMessage","subject":"AI Friday: Agentic AI, Helix VLAM, Google Gemini Robotics, Managing Agents","conversation":{"__ref":"Conversation:conversation:340255"},"id":"message:340255","revisionNum":8,"uid":340255,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":63},"postTime":"2025-03-14T14:25:46.587-07:00","lastPublishTime":"2025-03-14T14:25:46.587-07:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join us for another exciting episode of AI Friday! This week, we delve into the latest advancements and news in the world of artificial intelligence. Our hosts, Aubrey, Lori, Ken, and Byron, discuss the fascinating developments in agentic AI, exploring its implications for autonomy, memory, and perception. We also touch on the potential risks and security concerns associated with this cutting-edge technology. \n Don't forget to join us on March 28th for a special live stream with Steve Wilson, the founder of the OWASP Top Ten for Large Language Model Applications. It's going to be an insightful session you won't want to miss! \n Stay tuned for engaging discussions, intriguing insights, and a sneak peek into the future of AI technology. Make sure to hit the like button, subscribe to our channel, and click the notification bell so you never miss an episode of AI Friday! \n Resources: \n \n Rise Of The Thinking Machines \n Real Robots \n Gemini Robotics \n Managing AI Agents \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"987","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"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:340168":{"__typename":"Conversation","id":"conversation:340168","topic":{"__typename":"TkbTopicMessage","uid":340168},"lastPostingActivityTime":"2025-03-07T07:00:00.043-08:00","solved":false},"TkbTopicMessage:message:340168":{"__typename":"TkbTopicMessage","subject":"Alexa+, GPT-5 Pricing, and Livestream Announcement - AI Friday Ep.10","conversation":{"__ref":"Conversation:conversation:340168"},"id":"message:340168","revisionNum":2,"uid":340168,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":29},"postTime":"2025-03-07T07:00:00.043-08:00","lastPublishTime":"2025-03-07T07:00:00.043-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join us for an exciting AI Friday episode where we dive deep into the latest developments in artificial intelligence! This week, we're bringing you the most pertinent AI news, discussing the intriguing case of psychopathic AI models, and announcing our very first live stream on March 28th with the esteemed Steve Wilson, CTO of Exabeam and a key figure in the OWASP Top Ten for LLM Apps and Generative AI. \n In this episode, we also explore the launch of Amazon's Alexa+ and its implications for the AI ecosystem. Additionally, we break down the new GPT-5 pricing model, examining its potential impact on the market. Special thanks to Kid Rock for unexpectedly boosting our visibility, plus, get ready to meet our expert guests Ken Arora, Chuck Herrin, Laurie MacVittie, and Joel Moses as they provide their unique insights into the world of AI. Tune in now to stay ahead of the curve in the ever-evolving field of artificial intelligence! \n Here are the articles we chatted on: \n \n Trained Model Goes Psychopath \n OpenAI Pay-For-Brains Plan \n Introducing Alexa+ \n Infinite Retrieval \n \n ","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})@stringLength":"1099","kudosSumWeight":0,"repliesCount":0,"readOnly":false,"images":{"__typename":"AssociatedImageConnection","edges":[],"totalCount":0,"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:340079":{"__typename":"Conversation","id":"conversation:340079","topic":{"__typename":"TkbTopicMessage","uid":340079},"lastPostingActivityTime":"2025-03-04T10:34:52.562-08:00","solved":false},"AssociatedImage:{\"url\":\"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDAwNzktdjNJcXdp?revision=6\"}":{"__typename":"AssociatedImage","url":"https://community.f5.com/t5/s/zihoc95639/images/bS0zNDAwNzktdjNJcXdp?revision=6","title":"aifrida.jpg","associationType":"TEASER","width":1009,"height":539,"altText":""},"TkbTopicMessage:message:340079":{"__typename":"TkbTopicMessage","subject":"AI Friday, Ep.9: Exploring AI Security and Grok's Unhinged Mode at App World 2025 in Vegas","conversation":{"__ref":"Conversation:conversation:340079"},"id":"message:340079","revisionNum":6,"uid":340079,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:173018"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":" \n ","introduction":"","metrics":{"__typename":"MessageMetrics","views":76},"postTime":"2025-02-28T09:58:19.535-08:00","lastPublishTime":"2025-03-04T10:34:52.562-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Join us live(ish) from App World 2025 in fabulous Fontainebleau, Las Vegas! In this episode, we delve into the latest trends and challenges in AI security, featuring insights from Byron, Pete Scheffler, and Liam Crilly. \n Liam, the mastermind behind our AI Gateway product, shares his expertise on AI governance and security. We also tackle the vulnerabilities exposed by Grok's new unhinged mode and discuss the implications of model distillation. \n If you're passionate about AI and security, you won't want to miss this engaging and informative podcast episode! \n Pertinent links: \n \n https://adversa.ai/blog/grok-3-jailbreak-and-ai-red-teaming/ \n https://arstechnica.com/ai/2025/02/groks-uncensored-ai-voice-mode-lets-users-talk-sex-therapy-and-conspiracies/ \n https://youtu.be/BzgUOKFrHcA?si=NOZ37fulCCbxeVGe \n \n 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AI RAG using F5 Distributed Cloud in Red Hat OpenShift AI and NetApp ONTAP Environment","conversation":{"__ref":"Conversation:conversation:339884"},"id":"message:339884","revisionNum":25,"uid":339884,"depth":0,"board":{"__ref":"Tkb:board:TechnicalArticles"},"author":{"__ref":"User:user:421692"},"teaser@stripHtml({\"removeProcessingText\":true,\"truncateLength\":-1})":"","introduction":"","metrics":{"__typename":"MessageMetrics","views":338},"postTime":"2025-02-24T19:51:18.469-08:00","lastPublishTime":"2025-02-24T19:51:18.469-08:00","body@stripHtml({\"removeProcessingText\":true,\"removeSpoilerMarkup\":true,\"removeTocMarkup\":true,\"truncateLength\":-1})":" Introduction \n Retrieval Augmented Generation (RAG) is a powerful technique that allows Large Language Models (LLMs) to access information beyond their training data. The “R” in RAG refers to the data retrieval process, where the system retrieves relevant information from an external knowledge base based on the input query. Next, the “A” in RAG represents the augmentation of context enrichment, as the system combines the retrieved relevant information and the input query to create a more comprehensive prompt for the LLM. Lastly, the “G” in RAG stands for response generation, where the LLM generates a response with a more contextually accurate output based on the augmented prompt as a result. \n RAG is becoming increasingly popular in enterprise AI applications due to its ability to provide more accurate and contextually relevant responses to a wide range of queries. However, deploying RAG can introduce complexity due to its components being located in different environments. For instance, the datastore or corpus, which is a collection of data, is typically on-premise for enhanced control over data access and management due to data security, governance, and compliance with regulations within the enterprise. Meanwhile, inference services are often deployed in the cloud for their scalability and cost-effectiveness. \n In this article, we will discuss how F5 Distributed Cloud can simplify the complexity and securely connect all RAG components seamlessly for enterprise RAG-enabled AI applications deployments. Specifically, we will focus on Network Connect, App Connect, and Web App & API Protection. We will demonstrate how these F5 Distributed Cloud features can be leveraged to secure RAG in collaboration with Red Hat OpenShift AI and NetApp ONTAP. \n Example Topology \n \n \n F5 Distributed Cloud Network Connect \n F5 Distributed Cloud Network Connect enables seamless and secure network connectivity across hybrid and multicloud environments. By deploying F5 Distributed Cloud Customer Edge (CE) at site, it allows us to easily establish encrypted site-to-site connectivity across on-premises, multi-cloud, and edge environment. \n Jensen Huang, CEO of NVIDIA, has said that \"Nearly half of the files in the world are stored on-prem on NetApp.”. In our example, enterprise data stores are deployed on NetApp ONTAP in a data center in Seattle managed by organization B (Segment-B: s-gorman-production-segment), while RAG services, including embedding Large Language Model (LLM) and vector database, is deployed on-premise on a Red Hat OpenShift cluster in a data center in California managed by Organization A (Segment-A: jy-ocp). By leveraging F5 Distributed Cloud Network Connect, we can quickly and easily establish a secure connection for seamless and efficient data transfer from the enterprise data stores to RAG services between these two segments only: \n \n F5 Distributed Cloud CE can be deployed as a virtual machine (VM) or as a pod on a Red Hat OpenShift cluster. In California, we deploy the CE as a VM using Red Hat OpenShift Virtualization — click here to find out more on Deploying F5 Distributed Cloud Customer Edge in Red Hat OpenShift Virtualization: \n \n Segment-A: jy-ocp on CE in California and Segment-B: s-gorman-production-segment on CE in Seattle: \n \n Simply and securely connect Segment-A: jy-ocp and Segment-B: s-gorman-production-segment only, using Segment Connector: \n \n NetApp ONTAP in Seattle has a LUN named “tbd-RAG”, which serves as the enterprise data store in our demo setup and contains a collection of data. After these two data centers are connected using F5 XC Network Connect, a secure encrypted end-to-end connection is established between them. In our example, “test-ai-tbd” is in the data center in California where it hosts the RAG services, including embedding Large Language Model (LLM) and vector database, and it can now successfully connect to the enterprise data stores on NetApp ONTAP in the data center in Seattle: \n \n F5 Distributed Cloud App Connect \n F5 Distributed Cloud App Connect securely connects and delivers distributed applications and services across hybrid and multicloud environments. By utilizing F5 Distributed Cloud App Connect, we can direct the inference traffic through F5 Distributed Cloud's security layers to safeguard our inference endpoints. \n \n Red Hat OpenShift on Amazon Web Services (ROSA) is a fully managed service that allows users to develop, run, and scale applications in a native AWS environment. We can host our inference service on ROSA so that we can leverage the scalability, cost-effectiveness, and numerous benefits of AWS’s managed infrastructure services. For instance, we can host our inference service on ROSA by deploying Ollama with multiple AI/ML models: \n \n Or, we can enable Model Serving on Red Hat OpenShift AI (RHOAI). Red Hat OpenShift AI (RHOAI) is a flexible and scalable AI/ML platform builds on the capabilities of Red Hat OpenShift that facilitates collaboration among data scientists, engineers, and app developers. This platform allows them to serve, build, train, deploy, test, and monitor AI/ML models and applications either on-premise or in the cloud, fostering efficient innovation within organizations. In our example, we use Red Hat OpenShift AI (RHOAI) Model Serving on ROSA for our inference service: \n \n Once inference service is deployed on ROSA, we can utilize F5 Distributed Cloud to secure our inference endpoint by steering the inference traffic through F5 Distributed Cloud's security layers, which offers an extensive suite of features designed specifically for the security of modern AI/ML inference endpoints. This setup would allow us to scrutinize requests, implement policies for detected threats, and protect sensitive datasets before they reach the inferencing service hosted within ROSA. In our example, we setup a F5 Distributed Cloud HTTP Load Balancer (rhoai-llm-serving.f5-demo.com), and we advertise it to the CE in the datacenter in California only: \n \n We now reach our Red Hat OpenShift AI (RHOAI) inference endpoint through F5 Distributed Cloud: \n \n F5 Distributed Cloud Web App & API Protection \n F5 Distributed Cloud Web App & API Protection provides comprehensive sets of security features, and uniform observability and policy enforcement to protect apps and APIs across hybrid and multicloud environments. We utilize F5 Distributed Cloud App Connect to steer the inference traffic through F5 Distributed Cloud to secure our inference endpoint. In our example, we protect our Red Hat OpenShift AI (RHOAI) inference endpoint by rate-limiting the access, so that we can ensure no single client would exhaust the inference service: \n \n A \"Too Many Requests\" is received in the response when a single client repeatedly requests access to the inference service at a rate higher than the configured threshold: \n \n This is just one of the many security features to protect our inference service. Click here to find out more on Securing Model Serving in Red Hat OpenShift AI (on ROSA) with F5 Distributed Cloud API Security. \n Demonstration \n In a real-world scenario, the front-end application could be hosted on the cloud, or hosted at the edge, or served through F5 Distributed Cloud, offering flexible alternatives for efficient application delivery based on user preferences and specific needs. To illustrate how all the discussed components work seamlessly together, we simplify our example by deploying Open WebUI as the front-end application on the Red Hat OpenShift cluster in the data center in California, which includes RAG services. While a DPU or GPU could be used for improved performance, our setup utilizes a CPU for inferencing tasks. \n We connect our app to our enterprise data stores deployed on NetApp ONTAP in the data center in Seattle using F5 Distributed Cloud Network Connect, where we have a copy of \"Chapter 1. About the Migration Toolkit for Virtualization\" from Red Hat. These documents are processed and saved to the Vector DB: \n \n Our embedding Large Language Model (LLM) is Sentence-Transformers/all-MiniLM-L6-v2, and here is our RAG template: \n \n Instead of connecting to the inference endpoint on Red Hat OpenShift AI (RHOAI) on ROSA directly, we connect to the F5 Distributed Cloud HTTP Load Balancer (rhoai-llm-serving.f5-demo.com) from F5 Distributed Cloud App Connect: \n \n Previously, we asked, \"What is MTV?“ and we never received a response related to Red Hat Migration Toolkit for Virtualization: \n \n Now, let's try asking the same question again with RAG services enabled: \n \n We finally received the response we had anticipated. \n Next, we use F5 Distributed Cloud Web App & API Protection to safeguard our Red Hat OpenShift AI (RHOAI) inference endpoint on ROSA by rate-limiting the access, thus preventing a single client from exhausting the inference service: \n \n As expected, we received \"Too Many Requests\" in the response on our app upon requesting the inference service at a rate greater than the set threshold: \n \n With F5 Distributed Cloud's real-time observability and security analytics from the F5 Distributed Console, we can proactively monitor for potential threats. For example, if necessary, we can block a client from accessing the inference service by adding it to the Blocked Clients List: \n \n As expected, this specific client is now unable to access the inference service: \n \n Summary \n Deploying and securing RAG for enterprise RAG-enabled AI applications in a multi-vendor, hybrid, and multi-cloud environment can present complex challenges. In collaboration with Red Hat OpenShift AI (RHOAI) and NetApp ONTAP, F5 Distributed Cloud provides an effortless solution that secures RAG components seamlessly for enterprise RAG-enabled AI applications. 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