CertDepot (@CertDepot)

redhat.com/en/blog/ai-tokeno…

AI tokenomics: Balancing open-weight and frontier models for optimal ROI

Master enterprise AI tokenomics by routing workloads across open-weight and frontier models.

CertDepot · Oct 21, 2026 · 7:05 AM UTC

redhat.com/en/blog/advancing…

Advancing NetOps-as-Code: Strategic momentum, enhanced security, and multimode automation

Explore Q3 2026 Red Hat Ansible updates, including the new automation orchestrator and 11 core networking collection releases for network automation.

CertDepot · Oct 21, 2026 · 7:02 AM UTC

vLLM vs. SGLang: Choosing the right inference engine for your workload: developers.redhat.com/articl…

vLLM vs. SGLang: Choosing the right inference engine for your workload | Red Hat Developer

Open models have gone from "worth testing" to powering the majority of AI applications and agents. On Vercel's AI Gateway, open weight models processed almost 80% of production tokens in September

CertDepot · Oct 21, 2026 · 7:00 AM UTC

Configure Red Hat OpenShift Dev Spaces for enterprise security: developers.redhat.com/articl…

Configure Red Hat OpenShift Dev Spaces for enterprise security | Red Hat Developer

As platform engineering teams standardize cloud-native developer environments, balancing developer experience with strict enterprise security becomes paramount. Red Hat OpenShift Dev Spaces provides

CertDepot · Oct 21, 2026 · 6:58 AM UTC

Test and deploy bootable containers with bootc virtualization kit (bcvk): developers.redhat.com/articl…

Test and deploy bootable containers with bootc virtualization kit (bcvk) | Red Hat Developer

Managing a traditional operating system (OS) across multiple hosts often leads to configuration drift, slow updates,and painful rollbacks. Bootable containers solve this by letting you package and

CertDepot · Oct 21, 2026 · 6:56 AM UTC

Red Hat AI Inference 3.5 MaaS governance on AKS: developers.redhat.com/articl…

Red Hat AI Inference 3.5 MaaS governance on AKS | Red Hat Developer

Running AI models on public cloud Kubernetes clusters offers great flexibility, but it creates an immediate governance challenge: how do you secure endpoints, authenticate developers, and prevent

CertDepot · Oct 21, 2026 · 6:32 AM UTC

Testing etcd sharding on Red Hat OpenShift hosted control planes: developers.redhat.com/articl…

Sharding etcd on hosted control planes and what the numbers actually say | Red Hat Developer

Every write any workload makes to a Kubernetes cluster ends up in the same place: etcd's write-ahead log, and then its backend, and then eventually its compaction cycle. On a hosted control plane

CertDepot · Oct 17, 2026 · 7:36 PM UTC

redhat.com/en/blog/how-ai-de…

How AI is defining the ‘new’ architect

Discover how AI shifts enterprise architecture from blueprints to cognitive governance. Learn how the Cognitive Architect manages AI risk and speed.

CertDepot · Oct 17, 2026 · 7:34 PM UTC

redhat.com/en/blog/developer…

Developer-first innovation: Reducing technical debt with Red Hat Enterprise Linux

Standardize on Red Hat Enterprise Linux to balance developer autonomy and security, reducing CVE risks and increasing DORA metrics with zero-cost dev licensing.

CertDepot · Oct 17, 2026 · 7:31 PM UTC

Build an AI matching engine with Docling, Granite & OpenShift AI: developers.redhat.com/articl…

Build an AI matching engine with Docling, Granite & OpenShift AI | Red Hat Developer

Most of us have experienced "serendipitous collision"—the familiar experience of receiving critical information only because we happened to bump into a colleague at work or overheard a conversation

CertDepot · Oct 17, 2026 · 7:28 PM UTC

redhat.com/en/blog/scale-ent…

Scale enterprise analytics by running Cloudera Data Platform with OpenShift Virtualization

Unify on-premise data infrastructure with Cloudera Data Platform on Red Hat OpenShift Virtualization.

CertDepot · Oct 17, 2026 · 7:26 PM UTC

Build a multi-tenant platform with OpenShift Dev Spaces: developers.redhat.com/articl…

Build a multi-tenant platform with OpenShift Dev Spaces | Red Hat Developer

For platform teams building cloud-native software, the local developer workstation has evolved from a productivity tool into an operational risk. Developers lose valuable time wrestling with local VM

CertDepot · Oct 17, 2026 · 7:24 PM UTC

A measured look at AI efficiency in open source development: research.redhat.com/blog/202…

CertDepot · Oct 17, 2026 · 7:22 PM UTC

redhat.com/en/blog/using-pre…

Using on-premise Red Hat Lightspeed capabilities to monitor vulnerabilities and apply advisor...

Learn how on-premise Red Hat Lightspeed manages Red Hat Enterprise Linux vulnerabilities and automates remediations to simplify security operations.

CertDepot · Oct 17, 2026 · 7:19 PM UTC

redhat.com/en/blog/mlops-edg…

MLOps at the edge: Running AI models at the edge

Learn how to deploy AI inference at the edge of the network with Red Hat Device Edge and OpenShift, addressing hardware constraints and resource management.

CertDepot · Oct 17, 2026 · 7:17 PM UTC

Actionable disconnected cluster analysis, available now with Pen Drive powered by Red Hat Lightspeed: redhat.com/en/blog/actionabl…

Actionable disconnected cluster analysis, available now with pen drive powered by Red Hat Lightspeed

Analyze disconnected Kubernetes clusters with Pen Drive for proactive recommendations on architecture, scalability, and performance

CertDepot · Oct 17, 2026 · 7:10 PM UTC

Manage RHEL with MCP servers and Red Hat Lightspeed: developers.redhat.com/articl…

Manage RHEL with MCP servers and Red Hat Lightspeed | Red Hat Developer

At the 2026 Red Hat Summit, we offered a hands-on lab titled "AI-powered Red Hat Enterprise Linux management: Get hands-on with Model Context Protocol (MCP) servers for Red Hat Lightspeed, Satellite

CertDepot · Oct 17, 2026 · 7:08 PM UTC

Egress network quality of service on Red Hat OpenShift: developers.redhat.com/articl…

Egress network quality of service on Red Hat OpenShift | Red Hat Developer

In this article, we explore what network quality of service (QoS) means, preview an upcoming native capability that's addressing it declaratively, and then step through a practical solution you can

CertDepot · Oct 17, 2026 · 7:06 PM UTC

Migration toolkit for applications 8.3: Agentic code modernization, PVC mobility, and out-of-the-box generators: developers.redhat.com/articl…

Migration toolkit for applications 8.3: Agentic code modernization, PVC mobility, and out-of-the-...

Red Hat's migration toolkit for applications 8.3 is now generally available, bringing agentic code modernization, direct storage mobility, and automated pipeline generation to OpenShift. Upgrading

CertDepot · Oct 17, 2026 · 6:59 PM UTC