Red Hat Developer

Automate your TMT metadata and CI workflows with the Testing Farm #AI agent skill. Configure #GitHub Actions or #GitLab pipelines, generate test plans, and onboard repositories in minutes instead of hours. red.ht/4effcW5

Optimize long-context #AI workloads with tiered KV cache offloading in #RedHat #OpenShift AI 3.5. CPU DRAM, local NVMe, and CephFS tiers reduce time to first token and boost throughput for agentic applications on @nvidia H100 GPUs. red.ht/4yUpIcA

Obsessing over model selection while enterprise data remains siloed won't scale production #AI. Discover a practical 3-part framework across foundation, trust, and open ecosystems to ensure your structured and unstructured data is truly agent-ready. 🔗 red.ht/47UFlG3

Build a resilient platform layer for System One decisions. Separate semantic evaluation, policy enforcement, and text generation into distinct stages. Protect your architecture from vendor lock-in with stable capability contracts. red.ht/4sC9VOm

Deploy #Ansible Automation Platform across multiple clusters to support rolling updates, platform migrations, and continuous operations. Integrate with #ServiceNow for change governance and centralized logging. red.ht/3U6SrNj

Benchmark your #RedHat Quay deployment. Explore how proper sizing of storage backends, database tiers, and platform configurations impacts concurrent pull performance, and why there's no single answer for maximum throughput in containerized environments. red.ht/4iLHJFg

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

Eliminate hidden performance bottlenecks in multi-node #LLM deployments. Dynamic resource allocation brings topology-aware scheduling to #Kubernetes, ensuring GPUs and network adapters align for maximum #GPUDirect efficiency. red.ht/3UrORNM

Navigate the common pitfalls when integrating third-party applications on #OpenShift. Enforce non-root execution, standardize on #GitOps automation, and establish clear #security boundaries for predictable, repeatable deployments. red.ht/4zRoyiV

Transform unstructured German social media data into structured insights with fine-tuned small language models on #OpenShift AI. Achieve 99% JSON validity and expert-level performance using modest infrastructure, just 3 @nvidia L40 GPUs. red.ht/4i9BYkD

🐪 Bridge the gap between generating text and executing tasks. Expose your #ApacheCamel routes through the ai-tool component and let camel-openai automatically present each registered route as a callable function, no custom wrapper code required. #AI red.ht/47K3ejz

Deploy health analytics directly into disconnected environments. #RedHat Lightspeed advisor self-managed delivers upgrade risk predictions and cluster recommendations through #RHACM, without external connectivity. Try the Developer preview today. red.ht/4iH0f1u

Upgrade your container workflows with #RedHat build of #PodmanDesktop 1.2. Get #Podman 6️⃣ engine support, secret management UI, automated CA key synchronization, and in-app updating. Streamline development in enterprise environments today. red.ht/48fVFkN

Evaluating LLM performance locally before scaling shouldn't require complex infrastructure. See how to launch and test an OpenAI-compatible vLLM server on local hardware using @RedHat_AI Inference. red.ht/4z8Aj4P

We need to know if AI coding agents can handle enterprise software, but existing benchmarks don't include many of the repos enterprise teams work on. Red Hatters built RH SWE-Bench to close the gap for Red Hat ecosystem repos across Go, C, and Python. red.ht/4ib3oVP

Integrate #RedHat Data Grid directly with Active Directory or OpenLDAP. Define your cluster deployment, configure LDAP realm settings, and import TLS certificates for encrypted LDAPS communications. #OpenShift #cloudnative red.ht/4evQPDx

Secure your #MCP gateway with policy-driven controls. Apply NetworkPolicy for workload isolation, AuthPolicy for tool-level permissions, and RateLimitPolicy to manage traffic volume. Protect your enterprise platform. red.ht/4eo9j8Y

Deploy #DataGrid with #Keycloak integration using custom resources and Helm. Consolidate access control into a single service with OAuth2 introspection for token verification. #OpenShift #SSO red.ht/4iC1NK3

Run enterprise #AI locally without external APIs. Set up @RedHat_AI Inference on #RHEL, simulate realistic traffic patterns with GuideLLM benchmarking, and connect a chat interface to test your model's reasoning, summarization, and coding abilities. red.ht/4eMvJRn

Troubleshoot production issues with #AI agents that inspect live systems. Connect an agent to #Azure resource management operations through MCP, enforce read-only access with OPA policies, and maintain full audit trails of every infrastructure query. red.ht/3WoO8NP