If you operate Linux devices in production, MCP infrastructure eventually becomes a bottleneck. This article explains the problem, why it worsens at scale, and a practical path forward. The Problem Every ai assistant needs bespoke integrations. On a single host this is annoying; across a fleet it becomes operational …

If you operate Linux devices in production, AI operations interface eventually becomes a bottleneck. This article explains the problem, why it worsens at scale, and a practical path forward. The Problem Dashboards require expertise to navigate quickly. On a single host this is annoying; across a fleet it becomes …