Abstract The recovery of Au(III) from aqueous solutions is often hampered by the inherent drawbacks of conventional mechanisms, for instance, anion exchange inevitably introduces secondary pollution, while redox-based methods lead to irreversible degradation of the adsorbent. To overcome these limitations, we designed a cationic piperazine−triazine−based porous organic polymer (I-COP). Its synergistic structure incorporates quaternary ammonium centers for electrostatic attraction and a conjugated diamine–triazine moiety where the electron-deficient triazine fine-tunes the electron density of the adjacent piperazine nitrogen (Npip). This design not only suppresses excessive reducibility but also creates a cooperative dual-nitrogen microenvironment. I-COP exhibits exceptional performance: substantial adsorption capacity at high initial concentrations (e.g., c0 = 2500 mg/L, Qmax = 4870.37 mg/g), outstanding selectivity among precious metals (SFAu/Ag = 3009, SFAu/Pd = 1789, SFAu/Pt = 751), and excellent reusability (>93.35% retention after 17 cycles) without any detectable ion exchange (Br−). A combination of spectroscopic, chromatographic, and DFT studies reveals a novel “capture-reduction-exchange-stabilization” mechanism. After rapid electrostatic pre-concentration, Au(III) undergoes controlled single-electron reduction to Au(I), followed by partial ligand exchange in which two chloride ligands are replaced by the synergistically acting Npip and triazine nitrogen (Ntri), forming an extraordinarily stable mixed-ligand [Au(I)Cl2(Npip)(Ntri)]-type complex. This pathway completely avoids counter‑ion release and minimizes oxidative adsorbent damage. I-COP efficiently recovers trace Au(III) from challenging real matrices including electronic waste(e-waste) leachates and seawater. Beyond presenting a superior adsorbent, this work establishes a new design paradigm: steering metal adsorption toward a thermodynamically favored, ligand-exchange-driven coordination pathway by constructing a cooperative hetero-dinitrogen binding pocket. This principle offers a general strategy for developing robust, sustainable materials for critical metal recovery.