Because JUJ‑378 maintains quantum coherence in a bulk metallic form, it can be as an on‑chip quantum co‑processor . The RKKY bus can mediate entanglement among a few thousand qubits, enabling error‑corrected logical qubits that assist in solving specific sub‑routines (e.g., optimization, Monte‑Carlo sampling) without requiring a full‑scale cryogenic quantum computer. Early simulations suggest a 10‑fold speed‑up for combinatorial optimization problems when a JUQ‑378 accelerator is co‑located with a 7 nm CMOS core.

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Traditional solid‑state qubits—such as nitrogen‑vacancy (NV) centers in diamond or phosphorus donors in silicon—are isolated point defects that are deliberately spaced far apart to avoid unwanted dipolar interactions. JUQ‑378 departs from this paradigm by .

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