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Wang et al. Soft Sci. 2026, 6, 8                                                 Page 21 of 28





               CONCLUSION AND OUTLOOK
               In summary, based on the comprehensive analysis and discussion, carbon-based microwave-absorbing
               aerogels exhibit exceptional properties, including strong RL intensity, wide EAB, lightweight, and
               multifunctionality. This outstanding performance is attributed to the rational design of dielectric-magnetic
               coupling networks and hierarchical porous architectures, which enable superior impedance matching and
               integration of multiple microwave dissipation mechanisms. As a result, carbon-based aerogels can meet
               diverse application requirements, ranging from civilian electronics to military stealth technologies. Despite
               significant progress, several challenges remain to be addressed in future research:

               I) Imitating and constructing biomimetic structures
               Adopting biomimetic approaches can help reveal the relationships between structural configurations and the
               EM response of aerogel materials. Future research can draw inspiration from nature, including the
               hierarchical pore structure of diatomite, the robust and interconnected network of spider webs, or the
               photonic crystal structures of butterfly wings. By replicating such architectures and mimicking EM response
               behaviors, bio-inspired aerogels could control the transmission paths of EM waves with different refraction
               and scattering properties, while enabling effective conversion of EM energy via resonant absorption and
               interference. This strategy holds promise for enhancing the overall microwave absorption performance of
               carbon-based aerogels.


               II) Performance controlling by artificial intelligence
               The use of artificial intelligence (AI) tools can significantly improve the efficiency of MAM design.
               Microwave absorption performance is strongly influenced by multiple parameters, including composition,
               synthesis process, and microstructural features. Traditional trial-and-error methods are often inefficient and
               imprecise, whereas AI-assisted machine learning models can construct comprehensive parameter databases
               and uncover structure-property relationships. Microwave response behaviors can be accurately predicted
               based on given aerogel parameters, supporting the inverse design of aerogel systems with targeted RL
               intensity and absorption frequency bands.


               III) Multifunctional integration and intelligent response
               Integrating diverse functionalities into carbon-based microwave-absorbing aerogels - including thermal
               management, hydrophobicity, corrosion resistance, and self-monitoring - is essential for practical
               applications under extreme conditions, ensuring long-term stability and reliability. Moreover, developing
               intelligent aerogels with active-responsive properties could allow reversible adjustment of EM parameters in
               response to external EM fields, dynamically tuning the effective absorption frequency range. This adaptive
               stealth functionality is critical for next-generation intelligent aerogel materials in advanced equipment.

               IV) Large-scale production technology
               The hard-template strategy offers advantages in cost-effectiveness and processing efficiency, making it
               compatible with scale-up and batch production, and has achieved success in industrial applications. In
               contrast, industrial adoption of soft-template strategies, such as freeze-drying, is limited by high equipment
               costs, energy consumption, and low production efficiency. Template-free strategies, including 3D printing
               and electrospinning, enable unprecedented spatial precision in controlling pore structures and geometry,
               holding significant potential for scalable manufacturing. Therefore, developing eco-friendly, low-cost, and
               scalable synthesis routes is essential to promote practical applications of carbon-based aerogels in both
               military and civilian fields.


               DECLARATIONS
               Authors’ contributions
               Conceptualization and manuscript design: Wang, K.
               Literature search and data collection: Wang, K.; Liu, X.
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