If coding agents can already run in the cloud, when do I still need my own always-on machine?
Why I asked. Someone posted that every developer needs a cheap always-on mini PC for agents. I already run agents that depend on local tools and logins, and I wanted to know what a second machine would actually buy me.
What is an AI shed supposed to be?
An always-on mini PC on a private mesh network where coding agents keep running after you close your laptop. The models stay in the cloud; the sessions and terminals live on that box.
Isn't that already covered by cloud coding agents?
Partly. Cloud sessions keep going when your laptop sleeps for self-contained repo work. They still don't see your full local keys, desktop apps, or local databases the way a machine you own does.
Can desktop-agent software replace the shed idea?
It can sit on hardware you own or in short-lived cloud sandboxes. Watching and taking over an agent desktop is different from keeping a dedicated always-on home for agents.
If I add a second always-on machine, how do my tools and tokens get there?
App sign-ins can sometimes teleport into an agent desktop. Shell profiles, env files, and API keys usually do not. That credentials gap is the real cost of a second box.
An always-on box keeps agents alive after I close my laptop, and cloud coding agents already cover some of that for self-contained work. The painful gap is syncing API keys and CLI logins onto the second machine, not buying the hardware.
Always-on agent hardware is easy. Getting the same tools and logins onto it is the hard part.
“Explain when an always-on local machine still beats cloud coding agents, and how credentials and CLI tools would need to sync to a second box.”