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Herein, we report a supramolecular ternary complex platform where RNPs are co-assembled with tannic acid (TA) and phenylboronic acid (PBA)-conjugated polymers through sequential self-assembly. This \u223c30 nm core\u2013shell structure protects RNPs from enzymatic degradation and dissociates selectively at endosomal pH. Upon intravenous administration in subcutaneous tumor-bearing mice, the ternary complex exhibits prolonged blood circulation and preferential tumor accumulation, achieving 37.2% gene editing at tumor sites compared with only 1.5% for free RNPs. The platform successfully disrupts PLK1 in subcutaneous tumors, accompanied by significant tumor growth suppression. This is further applied to a KRASG13D-mutant tumor model, in which treatment delayed tumor growth. 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