Blog
1554+ articles — Page 8 of 65
Vector Databases on Kubernetes: Qdrant vs Milvus vs pgvector
Deploy and compare vector databases on Kubernetes for AI apps: performance benchmarks, scaling patterns, and production config for RAG and search.
5 min read
The Cyber Resilience Act for Default Products
Luca Berton interviews Daniel Thompson-Yvetot on how the EU Cyber Resilience Act impacts default products: risk, technical docs, and conformity paths.
3 min read
AAP 2.7 Automation Portal & Execution Environment Builder
Red Hat's Automation Portal in AAP 2.7 adds a visual Execution Environment Builder, self-service template gallery, and guided workflows — no YAML.
9 min read
Upgrading to Ansible Automation Platform 2.6+ (EOL Guide)
AAP 2.4 reaches end of life in June 2026. Here's the upgrade timeline, Extended Update Support costs, and Red Hat's 5-phase engagement model.
3 min read
Ansible Intelligent Assistant & MCP Server: BYOK RAG
Red Hat's Automation Intelligent Assistant (AIA) brings BYOK RAG, a hosted MCP server exposing AAP to LLMs, and multi-provider BYOM flexibility.
6 min read
OpenClaw + Ansible: Agentic CVE Remediation
Live demo of OpenClaw orchestrating end-to-end CVE remediation: agent detection, ServiceNow ticketing, OPA policy review, and AAP playbook execution.
5 min read
Ansible Automation Orchestrator (Q3 2026 Preview)
Red Hat's Automation Orchestrator (Q3 2026) combines event detection, AI reasoning, and deterministic execution in one governed pipeline.
5 min read
Ansible MCP Server Demo: AI Automation in Cursor IDE
Live demo of the Ansible MCP Server from Red Hat Tech Day Netherlands 2026: agentic job management, root cause analysis, and NL automation in Cursor.
6 min read
Ansible VS Code Extension with MCP Server
Red Hat's Ansible VS Code extension now embeds an MCP server for AI-assisted playbook creation, context-aware linting, and compliant scaffolding.
4 min read
Event-Driven Ansible: 12 New Collections in 2026
Everything new in Event-Driven Ansible and AAP 2.7: 12 content collections, Azure/AWS event bus, gateway-only architecture, PostgreSQL 17, Django 5.2.
4 min read
Red Hat AI Model-as-a-Service with llm-d
How Red Hat's llm-d transforms LLM inference into a composable Kubernetes-native architecture: disaggregated serving, smart autoscaling, and MaaS.
2 min read
Red Hat Tech Day Netherlands 2026: Harness Engineering
Inside Red Hat Tech Day Netherlands 2026: 30 speakers and 34 sessions on AgentOps, agentic AI, Quarkus, LangChain4j, and hybrid cloud inference.
12 min read
vLLM Inference Optimizations on Red Hat OpenShift AI
Deep dive into vLLM inference optimizations: KV cache, continuous batching, quantization, and distributed inference with Tensor Parallelism.
1 min read
Claude Code Masterclass: Ship Production Code 10x Faster with AI
The complete hands-on masterclass for shipping production code with Claude Code — GCOE prompting, Best-of-N, brain files, testing, and git automation.
8 min read
AI on the Amstel: DeepMind, NVIDIA & Mistral Panel
Recap of the June 2026 AI on the Amstel meetup at VU Amsterdam — a panel with Google DeepMind, NVIDIA, and Mistral on how frontier models are built.
8 min read
AWS Account Cleanup Script: Stop Paying for Idle Resources
A battle-tested Bash script that audits and removes unused AWS resources across all regions — GuardDuty, Config, EC2, EBS, EIPs, NAT, S3, and SSM.
9 min read
CloudNativePG: Production PostgreSQL on Kubernetes
Deploy and operate production PostgreSQL clusters on Kubernetes with CloudNativePG — automated failover, continuous S3 backup, pooling, and monitoring.
4 min read
Install AWS CLI on Mac with Homebrew (2026 Guide)
Step-by-step guide to install, configure, and verify AWS CLI v2 on macOS with Homebrew: profile setup, SSO login, autocompletion, and troubleshooting.
3 min read
Kubernetes Audit Logging: Complete Setup and Analysis Guide
Configure Kubernetes API server audit logging to track who did what, when — with policy examples, backend options, and log analysis patterns.
5 min read
Blue-Green & Canary Deployments on Kubernetes
Implement blue-green and canary deployment strategies on Kubernetes using native resources, Argo Rollouts, and Istio traffic splitting.
5 min read
Kubernetes Finalizers: Why Resources Get Stuck
Understand how Kubernetes finalizers work, why resources get stuck in Terminating state, and how to safely remove them to unblock deletions.
5 min read
KEDA on Kubernetes: Event-Driven Autoscaling
Deploy KEDA for event-driven autoscaling on Kubernetes — scale from zero on queue depth, HTTP traffic, cron schedules, and Prometheus metrics.
4 min read
Kubernetes Secrets Management Best Practices 2026
Production-grade secrets management for Kubernetes: encryption at rest, external secret operators, sealed secrets, CSI drivers, and rotation.
5 min read
RHEL AI 3.4 on AWS Marketplace: What's New & Upgrade
Red Hat Enterprise Linux AI 3.4.0 is now on AWS Marketplace. What changed, how to upgrade running instances, and what it means for enterprise AI.
3 min read