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The Model Context Protocol, proposed by Anthropic in late 2024 and adopted through 2025-2026 by Anthropic, OpenAI, Google, and the open-source community, already has proven operational patterns: separating generic servers from custom ones, explicit per-tool policies, credentials kept outside the model, prefixed composition, and contract tests. This is the state of the art in 2026.
After fourteen months testing AI-integrated DevOps tools across several teams, the stack that stays is small: Claude Code, Cursor, and Aider for code; PagerDuty AIOps, Datadog Bits AI, and Grafana Assistant for alert triage; and OpenTofu with OPA for infrastructure generation bounded by policy rules.
nerdctl is a Docker-compatible CLI that talks directly to containerd, the standard Kubernetes runtime since dockershim was removed in 2022. It adds rootless support by default, encrypted images with ocicrypt, lazy-pulling, and native CNI. It fits best where containerd already runs, though Docker Engine still wins on advanced Compose and Swarm.
Cómo Figma pasó de ser una herramienta de diseño a convertirse en el lenguaje común entre diseño, producto e ingeniería.
Microsoft PC Manager is a free, official Microsoft tool that brings temporary-file cleanup, Windows startup management, one-click access to Windows Defender, and a visual disk-usage map into a single panel. It runs on Windows 10 and Windows 11, but it does not replace a full antivirus or dedicated data-recovery tools.
