Automation and management

Learn how PatchPatrol, an AI-powered code review tool, helps enterprise development teams maintain high quality and security standards on Red Hat OpenShift.

Learn how to manage the security threats and access controls associated with adopting the new Agent Skills functionality.

Learn how the Responses API in Llama Stack automates complex tool calling while maintaining granular control over conversation flow for AI agents. Discover the benefits and implementation details.

The Dynamic Scoring Framework is an open source project that helps automate cluster scoring based on Prometheus metrics for intelligent workload distribution in multi-cluster environments. It acts as a bridge between your monitoring system and the Placement API, continuously evaluating clusters and updating their scores. The framework consists of three key components: DynamicScorer, DynamicScoringConfig, and DynamicScoringAgent.

Discover how I used an AI assistant to develop a production-grade Ansible Playbook to audit RHEL versions across a fleet of servers, generating a clean report.

Discover what’s new in cloud automation with amazon.aws 11.0.0 and a major update to the Red Hat Ansible Certified Content Collection for AWS.

This guide shows how to stop managing storage users by hand and start using a GitOps approach to do it automatically.

Learn about the improvements and capabilities of Red Hat OpenShift Service on AWS with hosted control planes, including alert routing, operator observability, metrics retention, ease of compute configuration, and cost savings. Get started now.

Learn how hosted control planes reduce costs without compromising performance by using intelligent scaling.

Learn how to fine-tune AI pipelines in Red Hat OpenShift AI 3.3. Use Kubeflow Trainer and modular components for reproducible, production-grade model tuning.

OpenShift networking moves to real routing (CUDN/BGP), eliminating NAT and Geneve tunnels for better performance, L3 integration, and full visibility.

Learn how to streamline Red Hat Enterprise Linux image creation and management using Red Hat Lightspeed Model Context Protocol (MCP). Simplify blueprint creation, security hardening, cloud push, and more with natural language orchestration. Connect your LLM of choice and start automating today.

This blog post presents the performance analysis of Identity Management (IdM) when encrypted DNS (eDNS) is introduced in an Red Hat OpenShift 4.20 cluster. The post includes a detailed discussion on the architecture of the setup, tuning of IdM, and performance testing of the system under various scenarios. The results demonstrate that the system can sustain high throughput and low latency even with eDNS, making it a suitable choice for secure and high-performance DNS solutions.

Discover the new LibSSH connection plug-in for Ansible, replacing the existing Paramiko SSH subsystem and adding FIPS mode enablement.

Learn how to create a robust, automated CI/CD pipeline for image mode using GitLab.

Automate Ansible error resolution with AI. Learn how to ingest logs, group templates, and generate step-by-step solutions using RAG and agentic workflows.

Learn how to upgrade volume performance on OpenShift without downtime using VolumeAttributesClass. Follow this hands-on demo to get started.

Learn how Red Hat Enterprise Linux on AWS is made easier with auto-registration v2, offering anonymous registration, CDN updates, and simplified subscription management. Get started today.

This article compares the performance of UDP, TCP, and DoT for DNS traffic in an Identity Management (IdM) environment under sustained high load. We explore a stress scenario with a standard client generating over 1,000 DNS queries per second against an IdM DNS server, and assess the impact of encryption on DNS performance.

Discover the self-service agent AI quickstart for automating IT processes on Red Hat OpenShift AI. Deploy, integrate with Slack and ServiceNow, and more.

A guide to structuring your inventory to manage complex networking while maintaining a single host count in Ansible Automation Platform.

Discover how Red Hat Lightspeed MCP integrates AI to help simplify vulnerability management, prioritize security risks, and automate remediation planning.

Take a look back at Red Hat Developer's most popular articles of 2025, covering AI coding practices, agentic systems, advanced Linux networking, and more.

Use Red Hat Lightspeed to simplify inventory management and convert natural language into inventory API queries for auditing and multi-agent automation.

Learn how to automate the installation of Oracle Database 19c on Red Hat OpenShift Virtualization using Red Hat Ansible Automation Platform with this guide.