Red Hat Developer

🥇 Master your Red Hat Enterprise Linux environment with our Red Hat Lightspeed API cheat sheet. Automate inventory, identify risks, and execute remediations using Python and Ansible. Stop downtime before it starts. Read on to learn more.

Great to see Mistral AI pushing real-time speech models forward with Voxtral Mini 4B Realtime. Day 0 support is already available in vLLM, and Day 1 experimentation is already possible with Red Hat AI Inference Server, enabling teams to quickly test streaming ASR workloads through the new realtime audio API with sub 500ms latency and multi-language support. At Red Hat AI, our focus is helping teams move quickly from model release to real experimentation, giving developers and platform teams an early path to test real-time transcription, voice assistants, and live captioning workloads on open infrastructure. This is the open ecosystem moving together: ✅ Mistral releasing production-ready open models ✅ vLLM enabling immediate serving support ✅ Red Hat AI helping teams experiment on Day 1 If you are exploring real-time audio AI, this is a great place to start: 🤗 Model: https://lnkd.in/dTAGBp5W 📰 Announcement: https://lnkd.in/eAZNSkHh 🛠️ Run with Red Hat AI Inference Server: https://lnkd.in/e-2RPkvY

Revolutionize your AI deployment with NVFP4 quantization. Achieve ~99% accuracy recovery on large models while dramatically reducing memory footprint. Dive into our comprehensive evaluation across diverse model architectures and scales. ⬇️

Bay Area friends and colleagues, I will be speaking at DeveloperWeek 2026, and you have a unique opportunity to join me at this conference. DeveloperWeek offers cutting-edge developer learning from industry leaders. Attendees will discover the latest platforms, languages, technologies, and tools, covering topics such as: - API & Microservices - AI & ML - Javascript - DevOps - Cloud Computing - Dev Leadership - And more The event will take place from February 18-20, 2026, in San Jose, CA. Because I'm a speaker, I have some passes to share. You can register for a FREE OPEN Pass to the event (usually priced at $195) by following the link below: https://lnkd.in/gyjERUPH

Modernizing legacy infrastructure shouldn't mean leaving critical apps behind. Red Hat OpenShift 4.21 allows you to modernize at your own pace by managing virtual machines and containers on a single platform. With cross-cluster live migration, you can now move running VMs between clusters with zero downtime. It’s about maintaining service levels while you evolve your stack. Learn how to unify your operations: https://red.ht/3M9rcNN

Unlock AI-driven insights with Red Hat OpenShift 4.21. Leverage automated security signing and local development tools to accelerate your build and deploy processes. Embrace the future of enterprise-grade Kubernetes today.

Elevate your DevOps game with Red Hat Developer Hub. Explore static catalog imports, dynamic plugins, and GitHub integration. Simplify Backstage setup and empower your team to focus on innovation.

Deploy enterprise-grade RAG systems on Red Hat OpenShift AI. Leverage GPU acceleration, ensure data isolation, and automate ingestion pipelines. Experience high-performance inference and multi-tenant knowledge bases for HR, Legal, and more.

Install Red Hat Developer Hub effortlessly using operators. Follow the standard pattern: create a namespace, OperatorGroup, and subscription in OpenShift. Get your instance up and running in minutes.

Streamline your Open Virtual Network deployments by automating transit router configurations across availability zones. Eliminate the manual management of tunnel keys and reduce errors as your environment scales with OVN Interconnect.