A developer describes how cybersecurity in 2024 relies on layered defenses, visibility, and accepting breaches will happen. In a migration of a 5-petabyte log lake to a cloud-native ELK stack, a rando…
A developer compared seven synthetic monitoring tools in 2026, evaluating them on browser fidelity, authoring methods, location coverage, alerting, forensics, and pricing models. Checkly was highlight…
A developer released Hermzner, an open-source tool that provisions a hardened Hermes AI agent on a Hetzner VPS using rootless Podman and Tailscale. The setup includes Terraform and Ansible scripts for…
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…