You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

Yet another fun way to control my smart home hub ...

Automation that actually understands your homelab.

The Measurement OS just learned to talk. While every other MCP gives AI agents platform-reported data produced by the channels being measured, Fospha gives agents something different: independent ...

A Local Account and Windows have always gone hand to hand. Many would like to have an account that is not connected to the internet at all. Plain old simple local account. However, starting with ...

Every conversation you have with an AI — every decision, every debugging session, every architecture debate — disappears when the session ends. Six months of work, gone. You start over every time.