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Single-qubit quantum gate synthesis can achieve true constant depth without catalysts, revealing that logarithmic-width multi-qubit gates bypass the fundamental $\Theta(\log\log(1/\varepsilon))$ bounded-depth barrier while rendering complex amplitudes redundant in $\text{QAC}^0$.