You’re probably not spending enough tokens.
Agents are becoming shockingly productive. And if you’re not running them all the time, you’re massively falling behind. The AI industry’s top leaders understand this clearly:
“If that $500,000 engineer did not consume at least $250,000 worth of tokens, I am going to be deeply alarmed.”
That kind of spend doesn’t come from ordinary Claude Code usage. You need to run hundreds of agents in parallel, 24/7, with fresh tasks constantly feeding the queue.
The bottleneck is no longer your typing speed. It is whether you have a machine that can stay online, stay fast, and stay reachable while the work keeps going.
Your laptop is the wrong default for this.
You cannot realistically leave your laptop open all the time, tethered to flaky WiFi, hoping Claude survives long enough to merge the PR before your battery dies. That setup is fragile, and fragile setups kill compounding work.
You need a box that just sits there, stays online, and lets your agents work.
That is why you really need a Mac mini.
Mac minis are selling out all over the US as well. Some are out of stock for months
OpenClaw put them in the spotlight, but the reason people want Mac minis now is bigger than OpenClaw itself. The Mac mini is the best commercial machine on the market right now for this style of engineering. It's small, compact, power-efficient, easy to leave running, and familiar to developers.
excellent performance for the price, and more than enough horsepower for a huge amount of real-world development and agent work
opens the door to Apple-native workflows, including iCloud apps and iMessage, for agents like OpenClaw
Mac is the best and easiest way to connect agents to the Apple app ecosystem
macOS gives you the Unix command-line workflow developers expect
comes complete with first-party Apple CLI tools through Xcode
Great hardware, great software. That's Apple.
Mac lets your agents work with Cursor when you’re away from Cursor
Why not a Linux VPS?
Your goal is to build a computer for agents. It’s not just an always-on machine— it needs to be pleasant for both agents and humans to operate.
Yes, you could rent a $5/month Ubuntu cloud machine.
Yes, you could run an SSH tunnel setup with Tailscale
Yes, you could operate everything headless via CLI
But let's face it, you're wasting your time. Linux is a box of parts. Mac mini is a machine that works out of the box. Mac will always be easy to set up.
Don’t bottleneck your workflow on SSH sessions, tmux panes, background processes, and terminal-only control. You want a real computer with a GUI to see what’s actually happening. Visual debuggers. Native apps you can control with MCPs and skills. A browser that doesn’t get flagged as a bot.
Your agent’s computer should feel like a workstation for a digital employee, not yet-another-microservice you have to babysit.
The form factor makes Mac mini easy to start, easy to demo.
How many tokens are you burning?
This is the bigger shift people are missing: the best engineers are not going to be measured by hours spent staring at a screen. They are going to be measured by how much useful work is still happening when they are not there.
If you’re going to spend $250,000 per month on tokens, you need a computer that lets you do it.
The new best setup is the “always-on machine running agents for me while I sleep.” And that machine should probably be a Mac mini.
Get a Mac mini. Put it on fast internet. Leave it on. Let it work.
And if you want to try one right now without actually having to own hardware or the "datacenter" necessary to keep it running, try: hyperbox.sh