Counting vulnerabilities isn't enough. A single reusable open source fix can save up to 5.7 million engineering hours—representing $712.5 million in duplicated effort across the industry. Read the new Open Source Security Signals report: red.ht/4jWXN80.

When Delta Air Lines scaled AI tools to 1,200 developers, local laptops hit a wall. Discover how the team used Red Hat OpenShift Dev Spaces to run cloud development environments and keep AI agents running: red.ht/4itVc4j

Red Hat AI Factory with @NVIDIA is helping enterprises scale autonomous agents with trusted security and control. The latest innovations span agent safety with the OpenShell Reference Architecture, optimized support for the latest open models, and Day 0 enablement for NVIDIA Vera Rubin. Learn more: red.ht/4z3zmuy #NVIDIAGTC

Red Hat researchers, in collaboration with Purdue, developed VEX-Bench—a benchmark for assessing large language models (LLMs) in software supply chain vulnerability triage. Traditional tools often generate up to 70% false alerts. Discover the findings: red.ht/4debJqd #EMNLP2026

How is gen AI changing open source development? New Linux Foundation research sponsored by Red Hat shows 61% of contributors conduct detailed code reviews of AI-generated code, while 80% emphasize model provenance. Explore the data: red.ht/4i8qRqG

Single-server performance was step one. Managing AI serving at cluster scale is the real test. @RedHat_AI CTO Brian Stevens shares why the release of llm-d 1.0 marks the shift from experimental AI serving to dependable infrastructure built for Day 2 operations. 📖 Read the full blog: red.ht/4i7WGjv #PyTorchCon

Scale distributed inference and control AI serving costs with confidence. llm-d 1.0 brings multi-tenant quality of service, zero-downtime rolling updates, and prefix-cache-aware routing to your production workloads. Explore the release: red.ht/4ysmUU5 #PyTorchCon

Red Hat Enterprise Linux 10 is generally available as a native offering on Oracle Cloud Infrastructure. Standardize your hybrid cloud strategy, optimize costs, and deploy faster. Explore the launch: red.ht/4hPmvpC #AIWorld

Vulnerability alerts on critical production systems can be stressful when upgrades carry risk. Learn how Lightwell Network helps you patch eligible dependencies while keeping systems stable: red.ht/4vTYMbV

Red Hat Enterprise Linux is now available as a first-party offering in the Oracle Cloud Infrastructure (OCI) Console, with other solutions like @OpenShift and @Ansible available through the @Oracle Marketplace. Build your hybrid cloud foundation with Red Hat on OCI: red.ht/4s8W2a4 #AIWorld

Are linear playbooks limiting your automation? Discover how the automation orchestrator in Red Hat Ansible Automation Platform unifies task-driven automation, event triggers, and AI. Join our live webinar on Oct. 20 at 10 AM ET. Register now: red.ht/4s5cZ53

240+ new CVEs drop every day. Unmaintained container base images silently collect vulnerabilities—even if your code hasn't changed. RedHat's N. Harrison Ripps explains how Red Hat Hardened Images deliver minimal, distroless base images with automated daily patching pipelines. Key takeaways: ✂️ Up to 84% reduction in image size 🔒 SLSA Level 3 supply chain controls ⏱️ 18-hour median vulnerability fix time 🆓 Free to pull & test—no paywall or signup required Read the blog post: red.ht/47TvbVW

From #opensource security signals and smart #AI fixes to avoiding vendor lock-in, this week’s Friday Five dives deep into building flexible, resilient systems. Plus, nominations are open for #RedHat Certified Professional of the Year! Catch the latest insights on the blog: red.ht/4yrMFUm

Unlock the secrets to successful edge #AI deployments with #RedHat's 5 essential MLOps considerations. Our new checklist helps you navigate the unique challenges of constrained, distributed, and disconnected edge devices. Discover how Red Hat's expertise can future-ready your AI strategy. 🔗 red.ht/4xFhdBP

Every shipment runs smoother on an app platform that scales the moment demand does. Our customers can show you how it's done: red.ht/4pTfMxn