Blog

In-depth articles on DevOps topics, best practices, and industry trends.

30 articles

Blog
k8s-aibom: Automated AI BOM for Kubernetes Workloads
Google Cloud open-sourced k8s-aibom, a Kubernetes controller that builds CycloneDX ML-BOMs at runtime and surfaces the shadow AI already running in your clusters.
security · Jul 14, 2026 · 9 min read
Blog
Deploying Autonomous AI Agents on an M2 MacBook
A hands-on guide to AI agent M2 deployment: run a local LLM on 8GB Apple Silicon, wire up a CrewAI agent, and keep memory under control.
aiops · Jul 6, 2026 · 9 min read
Blog
Azure DevOps to GitHub Migration: An AI-Driven Playbook
Move repos from Azure DevOps to GitHub with the gh ado2gh extension, then wire up Copilot's coding agent. A practical migration playbook for 2026.
ci-cd · Jul 3, 2026 · 9 min read
Blog
Governing AI Agents in CI/CD with OPA and MCP
AI agents now open PRs and run deploys inside your pipeline. Here is how to govern their tool access and gate their actions with OPA and MCP.
devsecops · Jul 1, 2026 · 9 min read
Blog
AI Agent Risks: Lessons from Snyk's 10,000 Environment Audit
Discover the top AI agent risks revealed by Snyk's audit of 10,000 environments. Learn key security lessons to protect your deployments from automated threats.
ai-devops · Jun 26, 2026 · 15 min read
Blog
Kubernetes FinOps: Real-time Cost Observability & Optimization
Gain real-time visibility into Kubernetes cloud costs with FinOps. Learn to allocate, optimize, and manage spending across dynamic environments using OpenCost and...
kubernetes · May 16, 2026 · 9 min read
Blog
Evaluating AI-Generated Terraform for Secure Infrastructure
Master the safe evaluation of LLM-generated Terraform. This guide covers validation, security, and best practices to integrate AI into your infrastructure workflo...
aiops · May 14, 2026 · 10 min read
Blog
MCP Server Security: Prevent Prompt Injection & Secret Leaks
Learn to secure AI agent MCP servers from prompt injection and secret leaks. This guide covers least privilege, containerization, and network policies for DevOps.
ai-devops · May 13, 2026 · 10 min read
Blog
Automate SSH 2FA Hardening with Google Authenticator
Learn to automate SSH Two-Factor Authentication (2FA) hardening using Google Authenticator. This guide provides production-ready steps, Ansible examples, and trou...
security · May 8, 2026 · 9 min read
Blog
Choosing an LLM Serving Engine: vLLM vs TGI
Choosing an LLM serving engine? This guide compares vLLM vs TGI. Learn when vLLM's raw performance is worth the operational cost for your specific use case.
aiops · May 6, 2026 · 10 min read
Blog
Mastering DevOps Fundamentals: A Practical Guide
Explore the core principles and practices of DevOps to streamline your software development lifecycle and accelerate delivery.
general · May 5, 2026 · 10 min read
Blog
RAG Security: Prevent Data Leaks with Access Control
Secure your RAG pipeline against data leakage, a top OWASP LLM risk. Learn why prompt hardening isn't enough and how to implement user access controls.
llmops · May 5, 2026 · 9 min read