In our research, we explore a coupled mKdV system within the Yijima–Oikawa long-wave–short-wave hierarchy, involving both real and complex dynamical variables. By establishing an explicit Lax pair, Darboux–Bäcklund transformation, we proved the generalized Bianchi’s permutability theorem for the coupled system utilizing Riccati representation of the Lax pair. We then uncover new solutions in unique closed forms, showcasing the intricate relationship between the real and complex variables. These solutions encompass diverse forms such as one-soliton, stationary and moving breathers, and two-soliton solutions, each demonstrating distinct properties. Notably, the dynamics reveal intriguing behavior where the complex potential oscillates precisely on the unit circle, contingent on the initial seed solution, thus, a novel dynamical Pythagorean triple associated is detected.
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