Red Hat Developer

Automate tedious desktop tasks with agentic #AI and computer use. Point Hermes at your locally-served model or vLLM on #OpenShiftAI, and watch it interact with your screen, clicks, typing, and all. red.ht/4wTNftK

Upgrade your #PyTorch distributed runtime with #TorchComms. Drop initialization time from 265 seconds to 24 seconds at 96,000 GPUs while maintaining compatibility with torch.distributed, DeviceMesh, and TorchTitan. red.ht/4wcXo4J

Move beyond surface-level chaos testing. DeploymentScaleZero, NetworkPartition, and SDK transport injection reveal whether your #K8s operator actively enforces desired state or silently fails. 3️⃣ patterns predict resilience in production environments. red.ht/45hSbww

Optimize #RedHat Data Grid performance on #OpenShift with #Hyperfoil benchmarking. Balance garbage collection settings between latency, throughput, and footprint. Configure heap vs off-heap caches for your workload needs. red.ht/4ps2ckg

Trade immediate latency for cluster-wide throughput. Adding nodes to embedded #RedHat Data Grid clients raises average latency because less data resides locally. Benchmark with #Hyperfoil to find the sweet spot before expanding. red.ht/4ps2ckg

Manage isolated workloads with a programmable API. #RedHat build of Agent Sandbox delivers lifecycle management, warm pools for instant provisioning, and hardware-level isolation when paired with #OpenShift sandboxed containers. red.ht/454mXca

Build a self-hosted coding assistant with #opensource models on #OpenShiftAI. Use vLLM as your inference backend and maintain full control over your code, tokens, and availability. red.ht/4ynr1Sf

Secure your automotive #Linux deployments with verified boot. AutoSD supports both UEFI and Android Verified Boot mechanisms, using digital signatures and hierarchical checksums to prevent tampering at every stage of system startup. red.ht/4pvr6zy

Upgrade to #OpenShift 4.22 with confidence. Adjust your dynamic plugins for React 18, React Router 7, and Redux 5. Review deprecated APIs and extension types to keep your plugins running smoothly in the latest release. red.ht/4wMk7Vo

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Transform your #RHEL performance monitoring workflow. The new PCP PUSH model lets remote systems send data to your collector automatically. Set up redundancy with multiple collectors for continuous monitoring even during maintenance. red.ht/44pbSlX

Accelerate your development workflows with #OpenShift 4.22. VS Code Remote-SSH is now generally available in Dev Spaces, plus new multicluster gateways and persistent home directories enabled by default. red.ht/4fdUrJN

Simplify software distribution with multi-content views in #RedHat Satellite. Assign hosts to multiple content view environments directly, reduce administrative overhead, and gain more flexibility for managing deployments. #RHEL red.ht/4vo6FWj

Upgrade to #Python 3.14 on #RHEL 9.8 or 10.2 with deferred annotations, t-strings, and official free-threading support. Install python3.14 from AppStream alongside your system Python, no disruption to OS tools. red.ht/3STVMOI

Expose hidden operator failures with operator-chaos. 4️⃣ injection modes, from black-box CLI to per-action interceptors, test whether your #Kubernetes operator truly recovers when things go wrong. red.ht/4bGsfhM

🥇 Master your #RedHat 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. red.ht/4qWRnGg

Reduce friction and frustration for your team while boosting your productivity and increasing your organization's competitive advantages with @RedHat Developer Hub. Give it a try! 👇 red.ht/3OieVHG

Transform a Cloud Foundry application to #Kubernetes with the #Move2Kube command-line tool, and create deployment artifacts using Move2Kube’s 3️⃣-step process: collect, plan, and transform. red.ht/4yfCm6U

Orchestrate #AI model evaluations on @RedHat AI with #EvalHub. Execute benchmarks in isolated #Kubernetes jobs, track experiment lineage in MLflow, and persist performance metrics as OCI artifacts. Get the complete guide 📕 red.ht/4h4Z2AF

🧩 Solve VM network mysteries on #OpenShift Virtualization using oc netobserv. Verify VLAN assignments with UDN mapping, confirm DHCP server presence, extract MTU from packet captures, and trace OVS drops to specific policies. red.ht/4vodIyq