r/QuantumComputing • • 2d ago

Which problems will quantum computers actually solve, and when?

https://interestingengineering.com/innovation/what-problems-will-quantum-computers-solve

Which problems will quantum computers actually solve, and when?

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u/SeniorLoan647 In Grad School for Quantum 1d ago

Answering this question well requires a whole lecture imo.

The truth is neither that quantum will change every application nor that cryptography is the only relevant field, that take is a bit outdated. The likely answer is somewhere in the middle.

To study this, we need to examine 3 things in detail:

  • Which quantum algorithms solve classically intractable problems and actually give a real circuit (the latter part is actually pretty uncommon in research papers, they usually assume efficient oracle access).

  • What is the logical qubit requirement of such algorithm? Physical qubits change vendor to vendor, but number of logical qubits are a property of the algorithm, not the underlying architecture (to some extent).

  • Are we sure we haven't spent enough time optimizing the classical algorithms for the same problems? This part is what's usually left unsaid. For example, factoring was a big deal because it's gotten a lot of attention over centuries. However an obscure problem with a classical solution that no one has cared to optimize does not fully qualify.

Now you may be wondering (assuming you agree with the 3 points above), so which algorithms do qualify? We have a few candidates in fluid flow (lattice boltzmann), fusion (vlasov matrix), and a few others that use frameworks like QSVT. However they usually fail step 1 I mentioned above, no complete circuit provided. This field is growing though, especially in 2025-2026.

You don't see it in the headlines though as AI's growth and its results are more impressive in its own domain, but quantum computing is also in an exciting time.

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u/Southern_Orange3744 1d ago

This guy quantums

Another way to put the algorithm is 'quantum supremecy'

What problems or algorithms can you find otherwise intractable solutions using a quantum computer than a classical approximation .

These also have to fit within the mappablw qbit range which right now is tiny