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Stimuli‐responsive hydrogels (HGs) have shown promise for smart drug delivery applications. Specifically, glucose‐responsive HGs having phenylboronic acid (PBA) functional groups are extensively pursued for insulin delivery in hyperglycemia. Current polymeric glucose‐responsive HGs are cumbersome to fabricate and show a limited insulin release profile. Herein, we develop a straightforward fabrication of glucose‐responsive multipolymer HGs (MPHGs) using a three‐component in situ mixing. Molecular cargo, such as insulin, was loaded during the gelation. Heterobifunctional formylphenylboronic acid (FPBA) crosslinkers were used to interconnect polyvinyl alcohol (PVA) and branched polyethyleneimine (PEI) via boronate ester and imine bonds, respectively. Three positional isomers of FPBA (2FPBA, 3FPBA, and 4FPBA) resulted in HGs with distinct viscoelastic behaviors under the same conditions. HGs derived from 4FPBA exhibited more solid‐like properties compared to 2FPBA and 3FPBA due to a higher crosslinking density. All the HGs exhibited glucose‐responsive dissolution and release of embedded insulin cargo without disrupting the native structure. Insulin release profiles show a higher glucose‐responsive release from 4FPBA‐derived MPHGs. All the HGs were injectable, self‐healing, and noncytotoxic below 10 μg/ml concentrations. The MPHGs developed in this study uncover new directions in creating glucose‐responsive matrices for self‐regulating drug delivery applications. In the future, detailed in vivo studies will be performed for clinical applications. [ABSTRACT FROM AUTHOR]