Decoherence remains the primary obstacle to scalable quantum computation. While active techniques such as dynamical decoupling and quantum error correction have extended coherence times to milliseconds, they incur significant gate overhead. Passive protection via decoherence-free subspaces (DFS) offers an attractive alternative but has been limited

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