In short quantum computer is faster version of our standard computer. And it might be able to solve mathematical problem much faster by using qubits, superposition and interference.
But quantum computer have no capacity to erase blockchain ledger or consensus rule. Primary risk lies in the ownership and security of vulnerable coin. However this threat can be mitigated if Bitcoin protocol migrates to post quantum signature.
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Bitcoin and quantum computer fud