
The past decade has seen significant advances and investment in quantum computing, and yet the devices we have today essentially have no practical purpose. That is down to two main reasons – the first being that the qubits, or quantum bits, that make up today’s machines still struggle with noise, or errors, that we are only just learning to correct. The second is that devices that could solve practical problems are expected to require many more qubits than even the biggest quantum computers currently have.
In 2018, at the California Institute of Technology coined the phrase “noisy intermediate-scale quantum”, or NISQ, to describe this current era of quantum computing – devices that are promising but imperfect, essentially a stepping stone towards larger machines that will crackle with fewer errors, eventually becoming “fault tolerant”. Now, he tells żěè¶ĚĘÓƵ how he is setting his sights on the next era of quantum computing: the “megaquop machine”.
Karmela Padavic-Callaghan: Your idea of the “NISQ era” has been fully embraced by the quantum computing field – was that a surprise?
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John Preskill: I didn’t expect the term to be so widely embraced, but I did feel like we needed a word to succinctly express the idea that we were entering the era where we had machines that could perform at least some tasks that were very hard to simulate with conventional computers.
I was trying to emphasise the message that we’re probably going to need fault tolerance to really run applications that most people will care about. But in the meantime, we had an opportunity to experiment with these NISQ machines and maybe find some things that they can do that are useful, at least to scientists and possibly to businesses.
You have now named a new frontier for the quantum computing community, a device that can perform a million quantum operations, or the “megaquop machine”. Why?
I think it’s important to have goals like the megaquop machine, something to shoot for. Why did I choose a million operations? First of all, because I don’t think we’ll be able to get into that regime without using error correction and achieving fault tolerance. It is significantly beyond the quantum circuits that we can run without error correction, and it’s kind of on the edge of where we can start to do simulations of matter that I think at least scientists will find significantly more informative than what we can do in the NISQ era. Right now, people have run circuits with about 13,000 operations but you’ve got to do a lot of error mitigation and the amount of physics you can get out is rather modest.
Does the megaquop machine have a counterpart in the history of traditional computing?
Computers were developed in the late 1940s and early 50s, largely motivated by wanting to use them to simulate physical systems. That will be interesting with machines at the megaquop scale. Those will be the most important applications, with practical implications for chemistry and material science. There’s something analogous to conventional computing there in that we’re going to start by using these machines to do science, and not necessarily for applications that affect the average person directly.
My other thought is, people often say that with quantum computing we don’t have the transistor yet, we’re still in the vacuum tube era or something, so there could be a technological shift that occurs when we come up with better quantum platforms that we can scale more easily.
You’ve said that determining what the megaquop machine will be useful for is a “compelling challenge for the quantum community”. How can the growing number of quantum computing companies be part of meeting that challenge?
People should be thinking about, okay, what can I now do that I that I couldn’t do before? We should continue to try to apply some fresh thinking to what the applications are.
I have the concern that in the industry, there are overly optimistic expectations about the economic impact of quantum computing in terms of the time scale for reaching it. And that was true when we were talking about NISQ devices some few years back, and I think it’s going to be true of early fault tolerance as well. I think we really have a long road ahead of us to get to real economic value.
If you woke up tomorrow and someone handed you a megaquop machine, what would you do with it?
I have an interest in quantum field theory and the new types of phenomena that occur in strongly coupled field theories. We have pretty good tools for conventional computers for simulating these theories in one dimension, but the tools in two dimensions are not very good at all for conventional computers. So, for me, that’s an opportunity to do something interesting. The megaquop machine would maybe be a little short of what we’ll need, but a good start for studying some phenomena that are just beyond the reach of conventional computers.
Article amended on 14 February 2025
We have corrected the definition of a megaquop.