Automate faster and more efficiently on @RedHat #Ansible Automation Platform with validated content collections, covered in this cheat sheet. Download now. red.ht/3SCvkIZ

Configure #RedHat Satellite to deploy virtual machines to #Microsoft Azure. Use the image builder service for #RHEL to push custom VM images to the cloud. Centralize management across your hybrid environment with existing tools. red.ht/4utdO7z

Deploy private #AI code assistants for your developers with Model-as-a-Service on #RedHat #OpenShift AI 3.4. Curate model endpoints, track token usage per team, and maintain sovereignty over your AI infrastructure, all through standardized APIs. red.ht/4eCSvvs

Automate your #AI evaluation gates with the #EvalHub CLI. Submit jobs, monitor status, and retrieve results, all from your CI/CD pipeline. Exit codes propagate failures automatically, blocking merges when thresholds aren't met. red.ht/4geCBIQ

🆕: Take control of your privacy settings with cookie preferences. Enable required cookies for basic functionality or accept all cookies for a personalized experience. Customize your choices to opt out of data collection for advertising purposes. red.ht/4sNabZe

📰 Hot off the press: Boost #developer productivity with @RedHat Developer Hub 1.10. Scaffold new projects in minutes using Software Templates, leverage Lightspeed AI assistant (now GA), and enjoy persona-aware homepages with RBAC controls. red.ht/4g0xcFt

Build secure voice agents with #RedHat #OpenShift AI. Implement FMS and #NVIDIA NeMo guardrails to detect hate speech, gibberish, and prompt injections while maintaining observability through MLflow tracing. red.ht/4v73D9R

Transform LLM inference with intelligent scheduling. The llm-d project implements prefix-cache-aware routing that factors in queue depth and real-time load, so your GPUs stop doing work they don't need to do. red.ht/3QhOD9U

Friction between IT ops and devs? You need more than just new tools. The Red Hat Application Platform Foundations engagement assesses your SDLC gaps and helps build a standardized software factory to empower your teams. Learn how: red.ht/3SgTVD4

Stop fighting your tools and start shipping code. 🛠️ The Grumpy Developer's Guide to #OpenShift is a no-nonsense, hands-on guide to mastering CI/CD, GitOps, and S2I—no #K8s expertise required. Build smarter, not harder. red.ht/4jU8eaH

Manage #Ansible Automation Platform through natural language with the new MCP server integration. Query job status, gather facts, and launch workflows using your preferred #AI tools, like Claude or ChatGPT. red.ht/4usxatu

Build #Bazel applications on AutoSD with confidence. Discover native toolchain integration, multi-platform abstraction with S-Core, and containerized workflows for reproducible builds across development and CI/CD. red.ht/4vAAe7z

Helion is a PyTorch-native hardware agnostic kernel DSL designed for writing high-performance kernels using a tile-programming model. In our latest blog post, Sean Chen (@RedHat) and Yanan Cao (PyTorch, @Meta) explored integrating Helion kernels with @vllm_project and evaluated their performance across a range of LLM inference workloads, showing impressive performance speedups thanks to Helion’s Ahead-of-Time autotuning and fine-grained runtime dispatching. Let’s dive into kernel fusion, framework design, and end-to-end benchmarking, showing how Helion can be easily integrated into vLLM and bring significant benefits. Read the full technical deep dive 👉 pytorch.org/blog/portable-vl…

Private app dev, optimized. Use #NVIDIA Nemotron models via Models-as-a-Service on your own multi-tenant #RedHat #AI infra. ⚡Scale fast: red.ht/3ROmEz8

Integrate your proprietary evaluation harness into #EvalHub's orchestration layer. The bring-your-own-framework pattern closes the gap between custom eval logic and platform-managed experiment tracking, artifact persistence, and collection-based scoring. red.ht/3ROF2YH

Bridge the gap between non-technical staff and relational databases. Discover how agentic #AI enables safe data discovery with governance warnings, schema metadata, and natural language queries for #PostgreSQL on #RedHat #OpenShift AI. red.ht/4eyhBvi

Automate time-consuming tasks like credentials, accounts, and templates and create a centralized process with #Ansible Automation Platform and the #DeveloperSandbox. red.ht/4jFQTlE

Create a voice agent with #OpenShift #AI. Discover how to select STT and TTS models, optimize performance on GPU hardware, and implement multi-agent handoffs for natural conversations. red.ht/4ujwk29

Optimize cluster use for #AI/ML workloads with coordinated autoscaling. #RedHat build of #Kueue with ProvisionRequest API ensures multi-pod jobs get exactly the resources they need on #OpenShift, right from the start. red.ht/4uXsoVF

Install #RHEL 10 in image mode with the bootc kickstart command. Anaconda handles storage configuration while bootc deploys OS content from container images, delivering immutable systems with reliable updates. red.ht/4dQJBu3