Red Hat Developer

Stop overthinking your AI stack. Deploy focused, community-driven AI use cases in minutes on #RedHat AI. Fast, simple, and built for the real world. Chose the #AI Quickstart that best suits your needs: red.ht/486VKYf

Heading to #DevoxxFrance in April? 🇫🇷 Join Red Hat Developer to explore the latest in #Quarkus, #RHEL #AI, and the "Year of Java in the Terminal" with TamboUI. Check out our session at the event and register here: 🔗 red.ht/4bPDFiH

Discover how to use server-side environment variables in #OpenShift with client-side #JavaScript. This learning path shows you a clever way to inject these values into your scripts at runtime, a useful technique for both development and production. red.ht/4qok7YL

I’m excited to share how we’re making AI secure and manageable for the enterprise while providing a clear path for modern virtualization. Join us at #RHSummit to see how we turn complex technology into your competitive advantage: red.ht/4bGmq32.

Establish trust in your container images with Project Hummingbird's reproducible builds. Use SLSA provenance and SBOM artifacts to rebuild and verify hardened minimal images with near-zero CVEs. red.ht/41vCbVS

Build repeatable, production-grade #LLM fine-tuning workflows with #RedHat #OpenShift AI. Use Training Hub for local experiments, then scale with #Kubeflow Trainer and operationalize with #AI pipelines and Model Registry. red.ht/3O55LOZ

Directly query 3 GPU-hosted LLMs. Utilize GPU-enabled worker nodes to build a web-based chat UI that compares and contrasts responses across different models. Start the learning path: red.ht/4szO1uc

Today is the last day to connect with #RedHat at #KubeCon + #CloudNativeCon!⌛️Check out ways to connect with us: red.ht/KubeConEU-2026

What’s better than learning new technology, building new skills, and experiencing the energy of #RHSummit in person? Doing it alongside your team. Take advantage of our group pricing and join us May 11-14. Register now: red.ht/49A7RwY

Cut token expenses with smart routing. vLLM Semantic Router Athena 0.2 sits between your clients and models, classifies each request, and routes to the right backend. OpenAI-compatible API means zero code changes. red.ht/4lQ40lb

Allocate GPUs by device attributes, not just counts. Dynamic Resource Allocation in #OpenShift 4.21 enables attribute-based GPU requests, device sharing between containers, and prioritized fallback options for #AI workloads. red.ht/4rS3ULe

Run local audio transcription with @RedHat #AI models and #Python. Keep your data private, your audio never leaves your computer. Use Whisper with the RedHatAI/whisper-large-v3-turbo-FP8-dynamic model for accurate results. red.ht/41q0iFt

🎥 Live from @KubeCon_ Europe in Amsterdam, join me as I take you along for a workshop & by the @RedHat booth! We’ve just announced @_llm_d_ being donated to the @CloudNativeFdn, huge for deploying LLM’s on Kubernetes (any model, any accelerator 🔥) Plus, ran a workshop on RAG at scale using @kubeflow + @vllm_project, I’ll link the slides below! Come say hi at the booth, we’ve got open source stickers, mini labs, and want to geek out about all things cloud-native :)

It’s time to talk about the unsung hero of the GenAI stack: Inference Engines. ⚙️ Caught up with @LegareKerrison and Taylor Smith from @RedHat_AI at #DeveloperWeek to break down why you can’t scale without a solid inference strategy. #GenAI #DevRel #LLMs

Deploy intelligent routing infrastructure for #AI inference with llm-d and Gateway API Inference Extension. Serve multiple LLMs through a single endpoint with real-time pod selection based on KV cache utilization and queue depth. red.ht/40TkQpL

Simplify cluster health evaluation with #RedHat #OpenShift's component health overview. Install the cluster observability operator 1.4 and get instant visibility into control plane status and component health through Prometheus metrics. red.ht/484szoG

Integrate @RedHat Advanced Cluster Management with Argo CD to manage #Kubernetes clusters using #GitOps. Deploy applications with push and pull models, configure policy enforcement, and troubleshoot with audit logs and must-gather tools. red.ht/4uT06fC

Last chance to save in our early pricing window for #RHSummit passes. Save $500 per pass when you register before March 26: red.ht/49A7RwY

Join #RedHat at one of our more than 50 speaking sessions during #KubeCon + #CloudNativeCon. Check out all of sessions here: red.ht/KubeConEU-2026

Love #Backstage but hate the dependency updates? 🛠️ #RedHat Developer Hub (RHDH) offers a turnkey portal with 200+ plugins and enterprise RBAC. Skip the DIY setup & get to the "Golden Paths": red.ht/4pMTpI7 #BackstageCon