The uncontrolled discharge of synthetic dyes into aquatic environments poses severe environmental and public health risks due to their high stability, persistence, and toxicity. Moreover, most existing treatment technologies are inefficient, costly, or unsustainable for recalcitrant dyes, particularly azo dyes, underscoring the need for innovative materials that can enhance remediation performance. In this context, the development of sustainable, polymer-based materials that integrate physical a