We investigate the dynamical stability and phase transition behavior in a holographic superfluid model incorporating higher-order self-interaction terms , , and a non-minimal coupling . Thermodynamic and dynamical stability analyzes show that the thermodynamic stability and dynamical stability of the system are consistent. Phase diagram analysis reveals rich critical and supercritical phenomena. For fixed and , increasing shrinks the first-order phase transition region to a critical point and then enters the supercritical region. When varying , the system can exhibit no critical point and, most notably, a double critical phenomenon in which, as increases, the system first enters the supercritical region and then re-enters the first-order phase transition region. This double critical phenomenon driven by a single parameter is reported for the first time in holographic superfluid models, revealing a complex nonmonotonic coupling effect between the non-minimal coupling and higher-order interaction terms.

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