Latest articles on AI, technology, and software development.
DevOps spread infrastructure work across every developer team; platform engineering concentrates it in one team that builds self-service tools for everyone else. The organizational shift is real, the tooling has matured, and the results are measurable.
OpenTelemetry is now the de facto standard for distributed tracing, metrics, and logs across every major cloud and vendor. The decade-long vendor lock-in problem in observability is over. Here is the practical guide to instrumentation, collector architecture, sampling strategies, and choosing your backend in 2026.
Git turns 20 in 2025, and the tooling around it has matured into a rich ecosystem — from Git 3.x bundle transports and worktrees to stacking workflows with Graphite, and GUI clients that finally make rebase approachable.
The JavaScript runtime landscape has more serious options than it has had in 15 years. Bun 1.2 is production-ready and blindingly fast. Deno 2.0 finally runs npm packages. Node.js 22 has a built-in TypeScript stripper and a native test runner. Here is how the three runtimes compare and which one makes sense for what.
The AI code editor market has evolved from a novelty into a daily-driver category. Cursor leads the VC narrative, Windsurf has loyal advocates, and GitHub Copilot is embedded everywhere. Here's how the real landscape looks after two years of competition.
GPU rendering, AI-assisted commands, block-based session management, Lua configuration — the terminal emulator landscape in 2026 has more interesting options than it has had in decades. Here's what each major project actually offers and how to choose.
Anthropic introduced the Model Context Protocol (MCP) in November 2024 as an open standard for connecting AI models to external tools, data sources, and services. Eighteen months later, it has been adopted by OpenAI, Google, Microsoft, and dozens of developer tools. Here's what it does, how it works, and why it matters for developers building with AI.
The Dev Container specification, backed by VS Code, GitHub Codespaces, JetBrains, and the open-source community, is quietly solving the most persistent problem in software development: the gap between one developer's environment and another's. Here's how it works and when it actually makes sense.
In 2026, three tools dominate developer environment reproducibility: mise for fast polyglot version management, Nix/Nix flakes for full system-level reproducibility, and devcontainers for Docker-backed onboarding. Here is what each one gets right, what each gets wrong, and how real teams combine them.
Node.js dominated server-side JavaScript for 15 years. Then Deno launched with TypeScript support and Web API compatibility, and Bun arrived promising to be the fastest JavaScript runtime ever built. In 2026, the choice of runtime is a genuine architectural decision.
Astral's uv has gone from an experimental pip replacement to the tool Python developers reach for first. It handles package installation, virtual environments, Python version management, and project dependency locking — all at speeds that make the old tools feel broken by comparison.
OpenTelemetry is now the default instrumentation standard across the industry. Every major vendor accepts OTLP. Traces are solid. But logs are only recently stable, metrics conventions are inconsistent, and the cardinality problem looms large. Here's where OTel actually stands in 2026 — and what teams still get wrong.