📰 Medium · LLM

WS quietly raised EC2 Capacity Block prices for ML by roughly 20% on July 1, 2026, the second increase in six months. Here’s exactly what… Continue reading on A

A team was quoted four weeks for a dedicated GPU server. They planned around four weeks. At week ten, the hardware still wasn’t racked. Continue reading on Medi

A practical answer, backed by the numbers Anthropic and AWS have published — plus a working local example you can run tonight. Continue reading on Medium »

This week, our focus on DevOps Open Agent is enterprise readiness. Continue reading on Medium »

This week our focus on DevOps Open Agent is enterprise readiness. Continue reading on Medium »

Davis CoPilot, operasyonel ölçümler ve bağlamsal geri bildirimlerle birlikte, kuruluşların sorun noktalarını hızlı bir şekilde… Continue reading on Medium »

I’m more than happy to announce a feature I’ve been working on for quite some time. Continue reading on Medium »

The winners are not the flashiest copilots. They are the tools that reduce deployment risk, incident noise, Kubernetes cost, security… Continue reading on Mediu

The baseline observability story covers the easy questions: which tool errored, what was the latency, how many tokens were consumed. The… Continue reading on Me

In 2025, with Docker, Kubernetes, and containerd absolute rulers of the container ecosystem, Apple unexpectedly open-sourced its own… Continue reading on The In

A few years ago, I started the 100 Days of DevOps series, and it helped thousands of engineers strengthen their DevOps skills. Continue reading on Medium »

I built an entire AWS + EKS stack and ran zero kubectl commands doing it. Here’s how. Continue reading on Medium »

The AWS DevOps Agent can now investigate: Continue reading on Medium »

audit is a three-layer code analysis package that runs entirely inside Claude — no scripts to execute, no CI plugins to configure, no… Continue reading on Mediu

Our CI eval gate failed anything under 90%. A change landed at 91%, passed, and shipped a regression that cost us two days. The absolute… Continue reading on Me

Announcing mcp-xray: one graded report for any MCP server’s token cost, tool confusion, and surface bloat. Continue reading on Medium »

Multi-tenant SaaS agents have to tell every downstream API which tenant the current call belongs to. Distributed systems rely on… Continue reading on Medium »

We moved our source of truth from Framer to Git so content could be reviewed, versioned, and published like code. Continue reading on NEXT AI Engineering »

Devcontainers are great for reproducible, isolated dev environments. The one thing they tend to ruin? The polished, app-like coding… Continue reading on CodeX »

I have a two-node Harvester cluster and It runs VMs, manages storage and handles whatever workloads I throw at it. Continue reading on Medium »

Most enterprises already run MCP servers — one for the data warehouse, one for the ticketing system, one for the internal search index… Continue reading on Medi

Why a senior DevOps engineer who stopped collecting certs three years ago just took the AWS AI Practitioner exam. Continue reading on Medium »

A practical hands-on guide to building, testing, containerizing, and deploying an enterprise-ready MCP server with Python, FastMCP, Docker… Continue reading on

A practical, narrative-driven guide to Terraform, Infrastructure as Code, providers, state, modules, drift, CI/CD, security, OpenTofu, and… Continue reading on