Terraform, Chef, Puppet, and CFEngine users were never declaring state — they were manually observing their infrastructure and writing those observations into files for tools that could not see for th…
Engineers who let AI generate Terraform code face production risks because the model lacks context for critical infrastructure decisions like IAM scoping and retention policies, according to a develop…
The article describes Stave, a cloud-security tool that replaces the traditional collector-based onboarding model with a "contract" approach. Instead of shipping a collector that must be configured fo…
This article describes a Terraform-driven, zero-downtime deployment workflow for ECS Fargate that uses ALB listener rules based on source IP addresses to route internal team traffic to a GREEN environ…
Based on the article, the author describes how using AI to generate Terraform code for AWS infrastructure often fails because the AI lacks context about project structure, dependencies, and documentat…
The article argues that the true single point of failure in most IT infrastructure is not hardware or software, but the "operational authority" held by a small number of senior engineers. It explains …
DevOps engineer's experience inheriting a 47,000-line Terraform codebase with a single state file, no modules, and poorly named variables. The author explains how they refactored the infrastructure by…
HashiCorp recently released an official MCP server that helps AI models write Terraform by searching providers and managing workspaces. In response, the author built "tf-review-mcp," a specialized MCP…
OpenTofu 1.12.0, released on May 14, 2026, introduces a dynamic `prevent_destroy` feature that allows the setting to be controlled by a variable, resolving a long-standing issue for teams managing sha…
The article addresses a critical gap in Azure Terraform pipelines for Enterprise RAG applications, where the `azurerm` provider can request a Shared Private Link from AI Search to OpenAI but cannot ap…
A company building an AI-driven "agentic OS" for DevOps is hiring a remote DevOps Content Engineer based in Latin America. The role requires 3–5 years of DevOps/SRE experience and involves creating te…
A security researcher discovered 900 publicly accessible S3 buckets containing Terraform state files, 41 of which exposed live AWS credentials, after running a custom scanner for 72 hours on a $20 VPS…
Google Cloud's Model Armor security service can be integrated with LangChain and the Agent Development Kit (ADK) for sanitizing prompts and responses in Generative AI applications. The second installm…