Finally, a Problem That Only Quantum Computers Will Ever Be Able to Solve (2018)
quantamagazine.org
quantamagazine.org
In our universe it remains unknown if there are problems that can be solved efficiently by a quantum computer but not by any classical algorithm. It is known that BQP is contained in P^#P, so proving such a result would require separating P from P^#P, which is probably nearly as difficult as separating P from NP.
Right now "ready access to quantum computation" is more dependent on experimental physics than complexity theory and the kind of work that complexity theorists do that might be relevant to practical quantum computations (like improved error correction schemes) doesn't appear to have much to do with oracle results.
One place oracle results have proven useful theoretically is in excluding many approaches to proving P != NP. It's possible that a result like this one might one day contribute to a proof separating BQP from P but we still seem to be very far away from that and I doubt this result will advance the arrival of practical quantum computers in any meaningful way.
Edit: with that said, the title is written like they have a proof that classical computers can't match that time bound, but it's just strong evidence, which is definitely an advance, but not what the title implies.
We've had problems that only a quantum computer can do since the early days. The challenge has been finding problems which are both easy for a QC and useful to solve.