AI coding agents struggle with dependency management in large-scale engineering, often breaking downstream systems because they lack organizational context. Postman can serve as a context layer to map…
Swamp, initially built for infrastructure automation, has evolved into a domain-agnostic automation primitive as users applied it to security scanning, cost analysis, and infrastructure validation. Th…
ClickHouse announced new features for its managed Postgres service, including fine-grained access control, a Terraform provider, a redesigned console, and ClickPipes extensions. The updates aim to mak…
A developer automated the deployment of Gemma 4 26B on Proxmox VE using Terraform and Ansible, enabling hardware acceleration via AMD iGPU passthrough. The setup includes Ollama and Open-WebUI, with a…
A developer exploring Agentic AI unexpectedly deepened their software engineering skills, picking up Docker, GitHub Actions, Git best practices, and deployment workflows. The journey, which started wi…
A developer argues that the key limitation for AI agents in enterprise software is not reasoning capability but non-gullibility—the ability to distinguish trusted instructions from untrusted data. Cur…
The Terraform MCP Server has reached general availability, enabling AI agents to directly manage infrastructure-as-code workflows. Google launched WebMCP in Chrome Origin Trials, proposing a standardi…
Courtyard cloned Shopify's internal tool Quick in under 48 hours using AI agent Devin, building a git-backed static site deployment service with SSO, drag-and-drop UI, and automatic large file handlin…
A team of 11 engineers deployed the Spring PetClinic microservices application on AWS EKS using production-grade tooling for a DMI DevOps Micro-Internship capstone project. The architecture comprised …
An engineer at Fortem.dev has published a four-step guide to controlling runaway CloudWatch Logs costs on Amazon ECS, where default settings create log groups with "Never Expire" retention and INFO-le…
Developers are adopting a new approach to using large language models for coding, treating them as on-demand programming books rather than autonomous coding assistants. The method involves having LLMs…
Pulumi co-founder Paul Stack argues that infrastructure-as-code (IaC) tools have historically failed to deliver on their promise of supporting "any system" because their provider ecosystems rely on hu…
A developer detailed the technical challenges of deploying secure Retrieval-Augmented Generation (RAG) and autonomous AI agents in healthcare, highlighting risks like prompt injection, semantic collis…
Cost.dev (YC W21) launched a new CLI designed for coding agents that reduces Claude's output token usage by up to 79% and API costs by up to 67% compared to a bare-Claude baseline. The tool runs local…
A developer created Infrawise, an open-source tool that prevents AI coding assistants like Claude Code from recommending redundant DynamoDB indexes by reading real infrastructure data before generatin…
Researchers have introduced Agyn, an open-source platform designed to deploy and operate AI agents at scale in production environments. The platform provides a signal-driven, stateful serverless runti…
Infrastructure-as-code tools like Terraform and Kubernetes impose a "200% learning tax" by requiring users to master both the tool's abstraction and the underlying cloud API, with knowledge failing to…
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…