Problem
System administration workflows can be difficult to translate into an approachable product experience.
Insight
A working interface can make a proposed AI-assisted workflow easier to understand and critique.
Execution
Built an AI sysadmin MVP exploring script generation and guided deployment interactions. Source code and a live demo are public.
Impact
A tangible prototype for exploring the experience. The remote-server and deployment backend are simulated, as documented in the repository.