The escalating global challenges of food safety and waste necessitate innovative packaging solutions. Carbon quantum dot-enhanced stimulus-responsive hydrogels (CQDs/hydrogels) represent an emerging platform designed to overcome the limitations of traditional hydrogels, such as insufficient mechanical strength and slow stimulus response. This review critically examines the construction strategies, enhancement mechanisms, and applications of these nanocomposites. We detail how strategically functionalized CQDs, synthesized via top-down/bottom-up approaches, serve as both nano-reinforcers and sensing elements, conferring sensitivity to pH, volatile amines, and enzymes. It comprehensively evaluates core applications such as real-time freshness monitoring, active preservation (via synergistic antibacterial/antioxidant effects), and intelligent controlled release of bioactive substances. The paper further examines the nascent integration with artificial intelligence (AI) and the Internet of Things (IoT), highlighting its potential for predictive quality management while acknowledging its current status as primarily proof-of-concept. However, critical barriers to commercialization remain, including long-term stability issues in real-world conditions, insufficient response specificity in complex food matrices, unresolved safety and regulatory concerns about CQD migration, and high manufacturing costs. Future progress hinges on developing fully bio-based and biodegradable composites, designing multi-stimuli-responsive systems, and fostering cross-disciplinary collaboration to bridge the gap between laboratory innovation and practical, sustainable implementation in the global food supply chain.
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