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The production-minded take on AI on AKS. Start with the Build 2026 AKS roundup; the rest of this thread digs into the AI parts: GPUs, Ray, Linux, and fleet ops. techcommunity.microsoft.com/blog/appsona...
Brian Benz
@bbenz.bsky.social
Microsoft AI Advocate. Certified stunt coder
925 followers98 following98 posts
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The production-minded take on AI on AKS. Start with the Build 2026 AKS roundup; the rest of this thread digs into the AI parts: GPUs, Ray, Linux, and fleet ops. techcommunity.microsoft.com/blog/appsona...
Thanks to everyone who joined me for TEC-4881 at #JCON at #IBMTechXchange. Document search and a guarded assistant, added to an existing Java app with tests, traces, and a fallback when the model fails. Resources: aka.ms/CRUDToCognit...
TEC-4881: Add AI to Java without a rewrite. Tuesday, Oct. 27, 11:45 AM-12:30 PM EDT. Document search, a guarded assistant, tests, and tracing. Details: reg.tools.ibm.com/flow/ibm/tec...
TLK-4908: Reviewing AI-Written Java. Wednesday, Oct. 28, 2:00-2:20 PM EDT. A Java 11-to-25 proposal, checked with tests, API and dependency checks, and a container test. Details: reg.tools.ibm.com/flow/ibm/tec...
TEC-4881: Add AI to Java without a rewrite. Tuesday, Oct. 27, 11:45 AM-12:30 PM EDT. Document search, a guarded assistant, tests, and tracing. Details: reg.tools.ibm.com/flow/ibm/tec...
I'm running a workshop with @pamelafox.bsky.social at @aaif.io's #AGNTCon + #MCPCon on Oct. 23 at 10:55 AM PDT. You'll build an AI agent on open infrastructure. Prerequisite download instructions: events.linuxfoundation.org/agntcon-mcpc...
Thanks to everyone who came to our #AGNTCon + #MCPCon workshop, and to @pamelafox.bsky.social for running it with me. The repo has all six steps, from local inference to #Kubernetes, with no GPU or cloud account needed. Try it: aka.ms/stack-it-you...
Looking forward to our workshop with @pamelafox.bsky.social at @aaif.io's #AGNTCon + #MCPCon this Friday, Oct. 23! Please download the prerequisites before you arrive. The original post has the instructions. See you there!
I'm running a workshop with @pamelafox.bsky.social at @aaif.io's #AGNTCon + #MCPCon on Oct. 23 at 10:55 AM PDT. You'll build an AI agent on open infrastructure. Prerequisite download instructions: events.linuxfoundation.org/agntcon-mcpc...
Join my free Microsoft Reactor livestream on Oct. 15 at 11 AM PDT. We'll use GitHub Copilot to work through a repo, then run Qwen on an NVIDIA T4 with Ray and KubeRay on #AKS. I'll show the GPU check, jobs, and metrics. Sign up: developer.microsoft.com/en-us/reacto...
Thanks to everyone who joined my Microsoft Reactor livestream. The Ray on #AKS demo is on GitHub: a GPU check, Qwen on an NVIDIA T4, network controls, metrics, and autoscaling. You'll need an AKS cluster and GPU quota. Try it: aka.ms/ray-on-aks
Join my free Microsoft Reactor livestream on Oct. 14 at 9 AM PDT. Who's the best football team ever? I'll use men's international results since 1872 to compare rankings, then run the AI app on #AKS and Azure Container Apps. Sign up: developer.microsoft.com/en-us/reacto...
Thanks to everyone who joined my Microsoft Reactor livestream. The football demo is on GitHub. Code calculates the numbers; AI explains them. The same images run on #AKS and Azure Container Apps. The repo has data download steps. Try it: aka.ms/football-res...
I'm building a custom sandbox for #AIAgents live on Microsoft Reactor on Tuesday, Oct. 13 at 11 AM PDT. An agent writes fixes for a failing build. One passes every test but tries to leak a secret. Watch the sandbox catch it. Sign up: developer.microsoft.com/en-us/reacto...
Thanks to all who joined my Microsoft Reactor livestream, and to @pamelafox.bsky.social for Part 1. The #AIAgents demo is on GitHub. A coding agent's fixes run in their own sandboxes, and the network log catches one that tries to leak a secret. Try it: aka.ms/code-executi...
My talk, "Who Can Call This MCP Tool?", is on Tuesday, Oct. 6 at @aaif.io's #MCPDevSummit Toronto. #OAuth lets a client into a remote #MCP server. I'll show how to decide who can call each tool. Details: events.linuxfoundation.org/mcp-dev-summ...
I'm not going to be able to make it to my #MCPDevSummit Toronto talk. Thanks to @aaif.io for accommodating my absence. The #MCP demo is on GitHub, with 14 scenarios you can run, including prompt injection and a confused-deputy request. Try it: aka.ms/mcp-tool-cal...
My new quickstart shows how to create an #Azure #Kubernetes Service (AKS) cluster with a managed GPU node pool (preview) using Azure CLI. AKS installs and manages the #NVIDIA driver and GPU tools - Try it here: learn.microsoft.com/en-us/azure/...
Hello #LasVegas!: Join me Wed., Sept. 16, from 5:30-8:00 PM at the inaugural #Claude Community Meetup. I'll present "Claude in Practice", showing how I use Claude in my daily workflow as an AI advocate at Microsoft. All demos, no slides. AMA! Register: luma.com/claude-hwwk
Had a great time with @rabauer.dev ! We went over time, and eventually got the app working, it's a pretty complicated app that would have probably taken weeks before AI! Check out the repo at github.com/bbenz/202608...
Starting soon! See everyone there. I'll be showing everyone how I work in my daily life at Microsoft as an AI advocate. I'll build and deploy a Java app live in this session, based on attendee input. See you today at 11AM PST, 8 PM CET. www.meetup.com/jug-oberpfal...
Brian Benz reposted
Java plus a real AI model, built with @langchain4j.dev, plus deploying to @azure.microsoft.com. Sounds like a whole day gone before lunch. Today @bbenz.bsky.social and I find out live, no prep hidden off-screen. youtube.com/live/TI7_Wz5... #Java #AI #AzureAIFoundry
Starting soon! See everyone there. I'll be showing everyone how I work in my daily life at Microsoft as an AI advocate. I'll build and deploy a Java app live in this session, based on attendee input. See you today at 11AM PST, 8 PM CET. www.meetup.com/jug-oberpfal...
Brian Benz reposted
Big news! I took a new role in Microsoft back in February. Please see github.blog/engineering/... to see one of the things I've been up to. Thanks also to @brunoborges.bsky.social for the work he did on Copilot SDK for Java before I was blessed with being the DRI for this important effort.
Brian Benz reposted
Building with MCP in the bay area? Join us for MCP Community Connect SF on Sept 14 at GitHub HQ! We'll be talking auth, security, interoperability, evaluation, and what we're learning from real-world MCP implementations. Registration open now: globalai.community/e/bay9vh24
Brian Benz reposted
Introducing Microsoft IQ Live, our new biweekly livestream series on Microsoft Reactor for exploring multi-IQ architectures and new features across Foundry IQ, Fabric IQ, Work IQ and Web IQ. Every other week starting Aug 6 through Ignite. Register 👉 aka.ms/MicrosoftIQL...
Brian Benz reposted
Just a week til our next free livestream series, a collab with @aycabas.bsky.social: "Microsoft IQ Deep Dive with Python" Learn how to use Foundry IQ, Work IQ, and Fabric IQ to ground AI systems, all with open-source Python code. 🗓️ July 28–30, 10AM PT 🔗 Register: aka.ms/IQDeepDivePy...
The production-minded take on AI on AKS. Start with the Build 2026 AKS roundup; the rest of this thread digs into the AI parts: GPUs, Ray, Linux, and fleet ops. techcommunity.microsoft.com/blog/appsona...
Scale Python AI with Ray on AKS: training, batch inference, RL, and data jobs. azure.microsoft.com/products/kub...
Keep your AI platform from drifting: Azure Container Linux on AKS, hosted system node pools in AKS Automatic, and fleet views for Arc-enabled clusters. aka.ms/azurecontain...
The production-minded take on AI on AKS. Start with the Build 2026 AKS roundup; the rest of this thread digs into the AI parts: GPUs, Ray, Linux, and fleet ops. techcommunity.microsoft.com/blog/appsona...
Run AI on AKS and manage GPUs, secrets, rollouts, telemetry, and policy in one place. azure.microsoft.com/products/kub...
AKS on bare metal is in preview for GPU-heavy AI: RDMA, fast interconnects, and low-latency networking. blog.aks.azure.com/2026/06/02/a...
Tue 6/2 3:00 PM — LAB512 MS Cobalt VMs and #AKS hands-on Wed 6/3 10:15 AM — Java modernization Table Talk Wed 6/3 3:15 PM PT — Agentic AI Table Talk Plus Expert Meet-Ups - #Azure Governance and Compliance Tue & Wed 11:30–3. Agenda: build.microsoft.com #MSBuild #Azure
Hi @brianarbenz.bsky.social - hope this gets to you. Apparently I'm getting OPM email for you - please update your email with them. DM me for details if needed (and I can forward what they've sent so far if you'd like).
Good milestone for Inspektor Gadget: its first independent security audit is complete. Thanks to @ostifofficial.bsky.social , @cncf.io , and @inspektor-gadget.io for the transparency around the process and fixes. techcommunity.microsoft.com/blog/Linuxan... #Kubernetes #eBPF #OpenSource #Security
Tomorrow I’m speaking at the Bangalore JUG Special Talk on Open-Source GPU-Powered Image Generation with LangChain4j. We’ll cover Java/Spring/LangChain4j + ONNX Runtime + SD4J for real GPU image generation. RSVP: www.meetup.com/bangalorejug... #Java #AI #LangChain4j #OpenSource #GPU
If you’re joining DevRelJam Bengaluru tonight, I’ll be sharing how I build AI demos quickly for DevRel using GitHub Models, VS Code, Copilot, and Claude. 🕢 7:30 PM • Vajram ONYX lu.ma/devreljam-be... #DevRel #AI #GitHubCopilot #VSCode #DeveloperAdvocacy
Looking forward to my #GIDS session in about an hour on creating reliable AI agents. It’s in Hall C, see you there! developersummit.com/session/agen...
Brian Benz reposted
Java is entering its agentic era. Watch a Java app evolve from legacy to modern, intelligent, and agentic systems with IntelliJ, GitHub Copilot, Spring AI, LangChain4j, and Microsoft Foundry at JDConf TOMORROW, April 8–9. Register and tune in: jdconf.com
Join me for @microsoft.com JDConf Asia-Pacific on Apr 9, 10 AM–2 PM SGT. We’ve got a strong #Java + AI lineup, and you can earn 1,000 Microsoft Rewards points for registering plus 5,000 for attending live (first 300). Go to jdconf.com and click Register now. #JDConf #Java #AI #OpenSource
Brian Benz reposted
I chatted with my Microsoft colleagues from Foundry IQ in this new podcast: "Is context engineering the new RAG?" www.youtube.com/watch?v=wGpJ...
I’m looking forward to JavaOne and to joining @chanezon.bsky.social in Microsoft’s keynote story around Java, AI, and practical modernization. The blog also rounds up our sessions, booth talks, and demo code. devblogs.microsoft.com/java/microso... #Java #AI #Azure #OpenSource
Join a livestream with @Microsoft + NVIDIA showing secure, observable, production-ready agents. Foundry Agent Service as the control plane for GPU-backed agents on Azure Container Apps. 🗓 Mar 11, 2026 • 9 AM PT / 6 PM PT 👉 developer.microsoft.com/en-us/reacto... #Azure #NVIDIA #Agents #OpenSource
Thanks to everyone who joined our Reactor session on secure, observable, production-ready agents. Repo + slides are here: aka.ms/microsoftnvi... #Azure #NVIDIA #Agents #AIInfra #OpenSource
Join me for Java Office Hours on the Microsoft Foundry Discord and live Q&A📅 Jan 7, 2026 • 9:00 AM PST Covering the newest GitHub Copilot code-gen + how to use 12k #Microsoft Foundry models. Join: discord.com/events/11136... #Java #AI #Azure #LangChain4j #DevTools
Thanks to all the attendees for joining! Here's the demo code I generated live in our session using #github #Copilot - github.com/bbenz/javaof...
Thanks for joining the #MSIgnite pre-day lab - #AI-Ready Apps: Containerize and Modernize with #Azure ! Try it at home! you can find the repo here - aka.ms/ignite25-PRE...