How To Build An Agent With n8n And Docker - AI Step-By-Step Lab
OK, community... It’s time for another addition to our AI Step-By-Step Labs, from yours truly! I did a mini lab for installing n8n on a mac. It has been popular, but we thought it would be better as a Docker installation to fit into our lab. So I set out to do this on Docker and it was super easy. I'm not going to spoil it too much, as I'd like for you to visit the GitHub repository for our labs, but this is the flow you create: This lab walks you through installation in Docker and walks you through creation of an AI agent that proxies requests to the LLM instance you created with our first lab on installing Ollama. Please check out the repository on GitHub to get started using this powerful agentic framework in your lab, production or personal use today. Feel free to watch the video on our YouTube channel here:
AI, Red Teaming, and Post-Quantum Cryptography: Key Insights from RSA 2025
Join Aubrey and Byron at RSA Conference 2025 as they dive into transformative topics like artificial intelligence, red-teaming strategies, and post-quantum cryptography. From exploring groundbreaking OWASP sessions to analyzing emerging AI threats, this episode highlights key insights that shape the future of cybersecurity. Discover the challenges in red team AI testing, the implications of APIs in multi-cloud environments, and how quantum-resistant cryptography is rising to meet AI-driven threats. Don't miss this exciting recap of RSA 2025!
Attempting the new path to BIG-IP Certified Administrator
A couple weeks ago I had kjsalchow on for an episode of DevCentral Connects, which you can watch at your pleasure here: I had reached out to Ken and HeidiSchreifels after one our MVPs made a comment on this new path toward certification. I missed the memo (Heidi's article here), but this was big news and I knew we needed to have a conversation with the community. During our chat, Ken mentioned that all five beta tests required to earn your BIG-IP Certified Administrator would be available on-site at AppWorld (as would the recertification test available to ANYONE who has previously held the cert) and that he needed more people to start at #5 and work backwards. And so I did. I had time Tuesday morning before "The Hub" opening party kicked things off, so I knocked out all five beta tests. Here are my thoughts about the experience. I went in completely blind. I did not study, (but the blueprint is here for you) and I did not do the prep work to get my device ready for testing. I did pre-register for tests #3 - #5. When I arrived at the room, the cert team did a great job helping me get the tools set up on my laptop. The test environment downloads a secure browsing session, and there are some known issues with company laptops that lock things down, so you might be best suited to test from a personal laptop. To my knowledge in discussions with them, tablets are not supported. The certiverse delivery was great. Strong improvement from what I recall for the previous versions. Seeing the questions and the diagrams and being able to reference back and forth was far easier to assess the challenges. I always try to use the flagging system for review and that worked great. As this was a beta, I took extra time to provide feedback. For the betas, I had a range of questions from I think 39 to 58 across the five tests and an hour to complete each. For production tests, I believe that will be 30/30. None of them concerned me on time. I really liked the breakdown in the new format. This allows you to progress through the material when studying without having to keep it all upstairs for one test. BIG-IP Administration Install, Initial Configuration, and Upgrade BIG-IP Administration Data Plane Concepts BIG-IP Administration Data Plane Configuration BIG-IP Administration Control Plane Administration BIG-IP Administration Support and Troubleshooting I felt pretty good about the analysis questions, that stuff is pretty cemented in my brain. I work mostly with the BIG-IP APIs now, so I'm less solid on specific tmsh commands or tmui click paths. I put myself in the cone of shame on a few questions because I filmed lightboard lessons for them but I wasn't confident in the right answer. All that said, I have no idea if I passed them, but I think I hit minimally viable candidate on four of them? As they were betas, there were some questions that probably need to be removed, and some questions might need to be refined a little. This is where the always fascinating psychometrics come into play. But for the most part, I though they were a good summary of the knowledge one should have for basic administration. I got the first three tests completed quickly enough to take the other two. Registering for them on-site and jumping into them was painless. The cert team is the bomb-diggity. They're so helpful, friendly, encouraging, and super eager to make everyone successful. It's always a pleasure to cross paths with them! The downside of betas is they are not scored immediately, so I have to wait. Jason does not like waiting... How about you, community? Anyone else take the betas for the refreshed BIG-IP Certified Administrator (or the recertifying exam) and want to share your experience?
LLMs And Trust, Google A2A Protocol And The Cost Of Politeness In AI: AI Friday
It's AI Friday! We're diving into the world of artificial intelligence like never before! 🎩 On this Hat Day edition (featuring NFL draft banter), we discuss fascinating topics like LLMs (Large Language Models) and their trust—or lack thereof—in humanity; Google’s innovative Agent-to-Agent (A2A) protocol, and how politeness towards AI incurs millions in operational costs. We also touch on pivotal AI conversations around zero-trust, agentic AI, and the dynamic collapse of traditional control and data planes. Join us as we dissect how AI shapes the future of human interaction, enterprise-level security, and even animal communication. Don’t miss out on this engaging, informative, and slightly chaotic conversation about cutting-edge advancements in AI. Remember to like, subscribe, and share with your community to ensure you never miss an episode of AI Friday! Articles: What do LLMs Think Of Us? At What Price, Politeness? Google Agent2Agent Protocol (A2A)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.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 ModelsExploring 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!Happy 20th Birthday, BIG-IP TMOS!
I wasn’t in the waiting room with the F5 family, ears and eyes perked for the release announcement of BIG-IP version 9.0. I was a customer back in 2004, working on a government contract at Scott AFB, Illinois. I shared ownership of the F5 infrastructure, pairs of BIG-IPs running version 4.5 on Dell PowerEdge 2250 servers with one other guy. But maybe a month or two before the official first release of TMOS, my F5 account manager dropped off some shiny new hardware. And it was legit purpose-built and snazzy, not some garage-style hacked Frankenstein of COTS parts like the earlier stuff. And you wonder why we chose Dell servers! Anyway, I was a hard-core network engineer at this time, with very little exposure to anything above layer four, and even there, my understanding was limited to ports and ACLs and maybe a little high-level clarity around transport protocols. But application protocols? Nah. No idea. So with this new hardware and an entirely new full-proxy architecture (what’s a proxy, again?) I was overwhelmed. And honestly, I was frustrated with it for the first few days because I didn’t know what I didn’t know and so I struggled to figure out what to do with it, even to replicate my half-proxy configuration in the “new way”. But I’m a curious person. Given enough time and caffeine, I can usually get to the bottom of a problem, at least well enough to arrive at a workable solution. And so I did. My typical approach to anything is to make it work, make it work better, make it work reliably better, then finally make it work reliably and more performantly better. And the beauty here with this new TMOS system is that I was armed with a treasure trove of new toys. The short list I dug into during my beta trial, which lasted for a couple of weeks: The concept of a profile. When you support a few applications, this is no big deal. When you support hundreds, being able to macro configuration snippets within your application and across applications was revolutionary. Not just for the final solution, but also for setting up and executing your test plans. iRules. Yes, technically they existed in 4.x, but they were very limited in scope. With TMOS, F5 introduced the Tcl-based and F5 extended live-traffic scripting environment that unleashed tremendous power and flexibility for network and application teams. I dabbled with this, and thought I understood exactly how useful this was. More on this a little later. A host operating system. I was a router, switch, and firewall guy. Nothing I worked on had this capability. I mean, a linux system built in to my networking device? YES!!! Two things I never knew I always needed during my trial: 1) tcpdump ON BOX. Seriously--mind blown; and 2) perl scripting against config and snmp. Yeah, I know, I laugh about perl now. But 20 years ago, it was the cats pajamas. A fortunate job change Shortly after my trial was over, I interviewed for an accepted a job offer from a major rental car company that was looking to hire an engineer to redesign their application load balancing infrastructure and select the next gear purchase for the effort. We evaluated Cisco, Nortel/Alteon, Radware, and F5 on my recommendation. With our team’s resident architect we drafted the rubric with which we’d evaluate all the products, and whereas there were some layer two performance issues in some packet sizes that were arguably less than real-world, the BIG-IP blew away the competitors across the board. Particularly, though, in configurability and instrumentation. Tcpdump on box was such a game-changer for us. Did we have issues with TMOS version 9? For sure. My first year with TMOS was also TMOS's first year. Bugs are going to happen with any release, but a brand new thing is guaranteed. But F5 support was awesome, and we worked through all the issues in due time. Anyway, I want to share three wins in my first year with TMOS. Win #1 Our first production rollout was in the internet space, on BIG-IP version 9.0.5. That’s right, a .0 release. TMOS was a brand new baby, and we had great confidence throughout our testing. During our maintenance, once we flipped over the BIG-IPs, our rental transaction monitors all turned red and the scripted rental process had increased by 50%! Not good. “What is this F5 stuff? Send it back!!” But it was new, and we knew we had a gem here. We took packet captures on box, of course, then rolled back and took more packet captures, this time through taps because our old stuff didn’t have tcpdump on box. This is where Jason started to really learn about the implications of both a full proxy architecture and the TCP protocol. It turns our our application servers had a highly-tuned TCP stack on them specific to the characteristics of the rental application. We didn’t know this, of course. But since we implemented a proxy that terminates clients at the BIG-IP and starts a new session to the servers, all those customizations for WAN traffic were lost. Once we built a TCP profile specifically for the rental application servers and tested it under WAN emulation, we not only reached parity with the prior performance but beat it by 10%. Huzzah! Go BIG-IP custom protocol stack configuration! Win #2 For the next internal project, I had to rearchitect the terminal server farm. We had over 700 servers in two datacenters supporting over 60,000 thin clients around the world for rental terminals. Any failures meant paper tickets and unhappy staff and customers. One thing that was problematic with the existing solution is that sometimes clients would detach and upon reconnect would connect directly to the server, which skewed the load balancers view of the world and frequently overloaded some servers to the point all sessions on that server would hang until metrics (but usually angry staff) would notify. Remember my iRules comment earlier on differentiators? Well, iRules architect David Hansen happened to be a community hero and was very helpful to me in the DevCentral forums and really opened my eyes to the art of possible with iRules. He was able to take the RDP session token that was being returned by the client, read it, translate it from its Microsoft encoding format, and then forward the session on to the correct server in the backend so that all sessions continued to be accounted for in our load balancing tier. This was formative for me as a technologist and as a member of the DevCentral community. Win #3 2004-2005 was the era before security patching was as visible a responsibility as it is today, but even then we had a process and concerns when there were obstacles. We had an internal application that had a plugin for the web tier that managed all the sessions to the app tier, and this plugin was no longer supported. We were almost a year behind on system and application patches because we had no replacement for this. Enter, again, iRules. I was able to rebuild the logic of the plugin in an iRule that IIRC wasn’t more than 30 lines. So the benefits ended up not only being a solution to that problem, but the ability to remove that web tier altogether, saving on equipment, power, and complexity costs. And that was just the beginning... TMOS was mature upon arrival, but it got better every year. iControl added REST-based API access; clustered multi-processing introduced tremendous performance gains; TMOS got virtualized, and all the home-lab technologists shouted with joy; a plugin architecture allowed for product modules like ASM and APM; solutions that began as iRules like AFM and SSLO became products. It’s crazy how much innovation has taken place on this platform! The introduction of TMOS didn’t just introduce me to applications and programmability. It did that and I’m grateful, but it did so much more. It unlocked in me that fanboy level that fans of sports teams, video game platforms, Taylor Swift, etc, experience. It helped me build an online community at DevCentral, long before I was an employee. Happy 20th Birthday, TMOS! We celebrate and salute you!Enhance your GenAI chatbot with the power of Agentic RAG and F5 platform
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. 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. 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.How I did it - "Remote Logging with the F5 XC Global Log Receiver and Elastic"
Welcome to configuring remote logging to Elastic, where we take a look at the F5 Distributed Cloud’s global log receiver service and we can easily send event log data from the F5 distributed cloud services platform to Elastic stack.
