We recently needed a high-memory GPU for a research experiment. We could select the machine we wanted, but the GPU worker stayed pending while its smaller management node started. Our workable alternative was a four-core CPU machine, which ran the model far more slowly. That experience exposed a practical problem for independent research: access depends on hardware being ready in the right place at the right time.