•An interlayer synergistic binding mode for Pd recognition is achieved in a COF•COF-TzDa shows ultrahigh uptake selectivity and capacity toward Pd•One-round enrichment purification of from the nuclear waste realized Separation palladium isotopes used fuel high significance but faces notable challenges, due to harsh reprocessing condition with combined acidity, strong radiation, vast interfering...