The execution layer has already shifted from humans to machines. This transition is not a future trend; it is the current ...

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.

But you can also pair it with external cloud apps for a hybrid configuration ...

Automation that actually understands your homelab.

Solution also includes a new COM/Python API that exposes the simulation engine to external automation, the company explains..

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.