Manage distributed edge infrastructure at scale with a layered approach. Automate tasks with #Ansible, distribute container images with #Quay, and enforce #security policies across your fleet. Build the management stack that fits your edge scenario. red.ht/47iDn1O

Choose between #Podman or #Kubernetes for your edge workloads. Evaluate architecture complexity, container scheduling needs, and operational maturity to select the right orchestration approach for #RHEL or #RedHat Device Edge deployments. red.ht/4z0T3mq

Want to learn how to build a secure #Python Flask application using #RHEL Hardened Images? Our new learning path guides you through creating bootable VMs. Discover the benefits of RHEL Hardened Images and future-ready your apps. Get started today! red.ht/4iNRMtV

Protect confidential VM storage with dm-verity and dm-crypt. Create a self-encrypting VM image using Fedora Rawhide that verifies base image integrity and encrypts mutable OS parts with unique keys per instance. red.ht/4hpDfCi

Validate enterprise-scale #GitOps deployments with confidence. The new argocd-agent pull architecture synced 3.1M resources across 480 clusters in 13 minutes, proving distributed compute and #security by design work at scale. red.ht/4hdOvCY

Tired of manual RAG parameter tuning eating up engineering hours and GPU budget? Discover how #AutoRAG pipeline optimization in #RedHat #OpenShift #AI streamlines parameter sweeps for chunking, embeddings, and reranking. Learn more: red.ht/3Tlpoov

Explore the foundations of #OpenShift through this hands-on experience deploying and working with applications, using a no-cost @openshift cluster through the #DeveloperSandbox. red.ht/4yUkn5z

Reduce time-to-first-token by 71% through systematic inference optimization. Explore vLLM engine tuning, prefill-decode disaggregation, and endpoint picker routing strategies that maximize GPU utilization for enterprise #AI workloads. red.ht/4yWFgx6

Master local container builds for #Java applications. Use the S2I toolkit to create #OpenJDK images with custom garbage collection settings, environment variables, and Maven configurations before #OpenShift deployment. red.ht/4haz52j

Manage and configure remote hosts with 2️⃣ different methods: using machine credentials as variables or setting up private and public key credentials. Download the new #Ansible cheat sheet to see which method will work best for you. red.ht/4yRCusX

Migrate your #Kafka cluster from ZooKeeper to #KRaft without intermediate version upgrades. Cluster mirroring supports source brokers back to Kafka 2.1, giving you a clean path forward with byte-for-byte replication and identical offsets. red.ht/4AsdIkA

Extend #OpenShift Lightspeed beyond product knowledge. Connect it to #RedHat Satellite MCP to retrieve operational data about hosts, CVEs, and errata, while enriching it with private enterprise knowledge using BYOK. red.ht/3TicQOI

Scale #OpenShift infrastructure smarter. Cluster Autoscaler handles general workloads with 0️⃣ config, while KEDA MachineSet autoscaler gives you metric-driven control for dedicated node pools. Pick the approach that matches your demand: red.ht/4xG3LgS

Migrate from legacy VLAN-based tenant networks to #OpenShift Virtualization without re-architecting your infrastructure. Localnet CUDNs enable seamless transitions while maintaining existing network topology and delivering near-line-speed performance. 🔗 red.ht/4hmTMXO

Ship code faster without waiting for #security review. Agentic-threat-modeling is an #opensource AI-assisted module that profiles attackers and writes narrative attack scenarios grounded in your actual code, tied to specific files and lines. red.ht/4hEO1G4

Master #RHEL 🔟 essentials. Define images in Containerfiles, build with #Podman, deploy across cloud environments, and bring RHEL power to your Windows environment with WSL integration. ⚡Work faster and smarter. red.ht/4h0Y1t5

Extend your applications to the edge with #OpenShift topologies designed for remote sites. Get the full enterprise #Kubernetes experience with optional integrated virtualization and software-defined storage capabilities. red.ht/3T6cOJT

Stop guessing at #AI infrastructure costs. Use per-department metrics in #RedHat #OpenShift AI to identify over-allocated GPU capacity, catch silent struggles like excessive re-prompting, and give every team access to the right models. red.ht/475WCLR

📈 Turn metrics into insights. Create interactive dashboards for #AI model performance and #OpenShift cluster metrics using #Prometheus. Visualize your stack: red.ht/4vfMniD