Unless one is interacting with hardware, I'd be very tempted to stay in "fits on a laptop" space or slide to "screw it, cloud instances" scale. Anyone with contact in the last 5 years have a sense of how labs are being used now?

In my recent physics experience, this is basically what it was unless you had to rely on some proprietary software only on the lab machines like shudders LabView