workforce building: over fifty million dollars in state investment, a quantum supply chain accelerator complex in Springfield, Massachusetts and a three tier pyramid running from technicians to PhDs. That chapter answers one question. How do you train people for jobs that barely exist yet? It does not answer a second question. Once someone is trained, where do they get time on a real quantum computer?
The federal government's answer is a program most people outside national labs have never heard of. The Quantum Computing User Program, or QCUP, runs out of the Oak Ridge Leadership Computing Facility. It owns none of the hardware it gives access to. Instead it brokers competitive, merit reviewed time on commercial quantum processors from vendors including IBM, Quantinuum, and Rigetti, for researchers doing open, fundamental science.
The mechanism is simple. A researcher submits a project proposal explaining what they want to run and why it needs quantum hardware. The Quantum Resource Utilization Council and independent referees review it for merit. Once approved, every user on that project applies for an account and gets assigned a Scientific Liaison, someone who understands both the science domain and the hardware, to help them get past the parts of quantum programming that have nothing to do with their actual research question.
The growth numbers are accelerating. A 2024 survey of the program found it had grown from 52 projects and 117 users in 2020 to 80 projects and 271 users by the end of 2023. Users range from national lab veterans to graduate students running their first circuit. Most projects are proof of principle work, not production science, which is exactly what you would expect from a field still figuring out what its hardware is good for.
Where the Access Turns Into Results
The hadronization work covered in my previous post, Anthony Ciavarella's simulation of quark binding on an IBM Heron processor, ran entirely through QCUP access. That is not a coincidence. It is the point of the program. Give enough researchers enough time on real hardware and some of them will publish in Physical Review D.
Demand is outrunning the obvious ways to measure it. The 2026 Quantum Computing User Forum at Oak Ridge, running July 20 through 24, closed registration before the event even started. A Fall 2026 hackathon open now for proposals gives existing users priority and asks new applicants to already hold an allocation before an August 7 deadline. This is not a program short on interested researchers.
What This Changes in the Book
Chapter 2 currently frames quantum workforce building as a state level, training focused story: Massachusetts building capacity so people are ready when jobs appear. QCUP is the federal, research access side of the same pipeline, and the book does not mention it yet. The two are not competing models. A pipeline that only trains people without giving anyone hands on time on real hardware produces graduates who have never run a circuit outside a simulator. QCUP is where some of that hands on time actually happens, for the research end of the workforce rather than the classroom end.
The next edition will add QCUP to Chapter 2 as the research access counterpart to the state workforce investment already covered there, with the growth numbers above and a note that at least one book worthy physics result, the Ciavarella hadronization paper, came directly out of that access.
This post will be folded into the next edition of Quantum from the Ground Up, targeted for September 1. The current edition is available at gordostuff.com/p/quantum-from-ground-up-hardware.html
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