Red Hat Developer

Accelerate your LLM workflows with LLM Compressor's latest release. Leverage batched calibration for up to 3x faster runtimes and experimental MXFP4 support. Optimize large-scale models with enhanced tools and techniques.

Automate your Backstage plug-in supply chain. The Dynamic Plug-in Factory streamlines builds, manages dependencies, and pushes images to registries. Perfect for platform engineers curating open source plug-ins.

Simplify software management with Red Hat Developer Hub. Discover how it streamlines Backstage installation, empowers developer self-service, and organizes enterprise software through a powerful Software Catalog.

Unlock the power of agentic AI with Model Context Protocol (MCP) in Red Hat OpenShift AI. Standardize how models discover, select, and call tools, moving beyond simple chatbots to build reliable, active applications.

Gain long-term visibility into your Red Hat Quay registry by forwarding access logs to Splunk. Configure the Quay operator in OpenShift with a Splunk HEC token for continuous data flow, enhancing security and auditing capabilities.

Run open AI models on your own hardware with ease. Try Ollama and RamaLama for simple deployments, or scale up with vLLM for enterprise-grade inference. Take control of your AI narrative today.

Red Hat is expanding our collaboration with NVIDIA to deliver a complete, optimized AI stack for the NVIDIA Rubin platform. By combining Red Hat Enterprise Linux, Red Hat OpenShift and Red Hat AI with NVIDIA’s rack-scale architecture, we’re helping organizations move AI from experimentation into production with enterprise-grade reliability. Check it out: https://red.ht/49lf6cd. #CES2026

What was the most important tech development in 2025? Our readers voted with their clicks! 🏆 As we enter a new year, we tallied up the views to bring you the Top 10 Red Hat Developer Articles that defined the developer conversation. The biggest takeaways? AI performance and deep-level Linux knowledge are key. If you only read 10 articles to prepare for 2026, make it these: 1. Getting started with RHEL on WSL 🔗 https://red.ht/4oIYf8P 2. 6 usability improvements in GCC 15 🔗 https://red.ht/4a0lAiF 3. New C++ features in GCC 15 🔗 https://red.ht/44ck5dA 4. Ollama vs. vLLM: A deep dive into performance benchmarking 🔗 https://red.ht/48FELvT 5. How spec-driven development improves AI coding quality 🔗 https://red.ht/4a5SEWA 6. How to automate multi-cluster deployments using Argo CD 🔗 https://red.ht/3YdE7ka 7. A quick look at MCP with large language models and Node.js 🔗 https://red.ht/48wRX5W 8. How to build a simple agentic AI server with MCP 🔗 https://red.ht/4a3w94z 9. How we optimized vLLM for DeepSeek-R1 🔗 https://red.ht/4a9Eunn 10. An overview of virtual routing and forwarding (VRF) in Linux 🔗 https://red.ht/4oGBYs2 Looking forward to more content like this in 2026!

Ready for a productivity boost in 2026? 💡 As we continue to close out the year, we would be remiss to not share the Top 10 Red Hat Developer Cheat Sheets of 2025—your most downloaded, go-to references for working smarter. Forget endless manual searches. These cheat sheets are packed with essential commands, syntax, and shortcuts for Linux, containers, Git, and more. 1. Linux Commands cheat sheet 🔗 https://red.ht/3MtsumD 2. Advanced Linux Commands cheat sheet 🔗 https://red.ht/4onikBn 3. Podman cheat sheet 🔗 https://red.ht/4psw537 4. Bash Commands cheat sheet 🔗 https://red.ht/44QNSsf 5. Red Hat OpenShift cheat sheet 🔗 https://red.ht/4pJLNal 6. Red Hat Enterprise Linux 10 cheat sheet 🔗 https://red.ht/44tLB68 7. Git cheat sheet 🔗 https://red.ht/4q3t75R 8. systemd Commands cheat sheet 🔗 https://red.ht/44eD6Mi 9. Containers cheat sheet 🔗 https://red.ht/4pjVwUm 10. Intermediate Linux commands cheat sheet 🔗 https://red.ht/44eD9rs Get your free copies and keep them handy on your desktop for 2026!

Ready to level up your cloud-native skills for the new year? 📈 We're wrapping up 2025 by highlighting the Top 10 Most Popular Red Hat Developer E-books of the year! Hundreds of thousands of developers downloaded these free resources to master the tools driving modern application development, from automation to AI. Whether you're diving into AI/ML, seeking to automate everything with Ansible, or building resilient platforms with GitOps and Kubernetes, this reading list has you covered. 1. Red Hat Certified Engineer (RHCE) Ansible Automation Study Guide 🔗 https://red.ht/4hlioj3 2. Quarkus in Action 🔗 https://red.ht/4rIr73x 3. Podman in Action 🔗 https://red.ht/48oanHq 4. GitOps Cookbook: Kubernetes Automation in Practice 🔗 https://red.ht/4pyC3zC 5. Kubernetes Patterns, 2nd Edition 🔗 https://red.ht/3MqF0n1 6. Open source AI for developers 🔗 https://red.ht/4iI5pZr 7. Applied AI for Enterprise Java Development 🔗 https://red.ht/3LiPO64 8. Getting GitOps: A practical platform with OpenShift, Argo CD, and Tekton 🔗 https://red.ht/44J9mr6 9. Operating OpenShift: An SRE Approach to Managing Infrastructure 🔗 https://red.ht/44ckMnc 10. SELinux Coloring Book 🔗 https://red.ht/44hPLOC A lot has happened in 2025, and we can't wait to see what 2026 holds. 🎉