As the population increases and environmental pollution intensifies, the scarcity of freshwater and green energy has emerged as hard nut to be urgently cracked. [1][2][3][4] Solar energy, as an abundant renewable power source, could be efficiently converted into thermal energy for seawater desalination, wastewater purification, and electricity generation to address these global issues. [5] Nevertheless, poor optical absorption, large heat losses, and high evaporation enthalpy of bulk water deliver a low solar evaporation efficiency (30%-45%). [6] Recently, many efforts have been devoted to rationalizing the design of material structures and evaporation systems to concentrate heat at the air/liquid interface, boosting evaporation efficiency to over 90%, even higher than 100%. [7][8][9][10][11][12][13] Among a variety of developed photothermal materials (e.g., semiconductors, [14,15] metallic, and carbonbased materials [16][17][18] ), hydrogel-based materials, as an emerging photothermic material possessing cross-linked interconnected three-dimensional (3D) networks, macroporous structure, and excellent hydrophilicity, have been extensively used to generate freshwater. [19][20][21][22][23] The porous structure of the hydrogels strengthens the internal light reflection and scattering, allowing enhanced light harvesting and absorption. [24,25] In addition, hydrogels with macroporous structure and hydrophilic functional groups enable them self-cleaning, anti-fouling, salt, and chemically resistant to improve the durability. [19,22] Most critically, the unique hierarchical nanostructure and tailorable surface wetting state of hydrogel evaporators enable the significant decrease of evaporation enthalpy and rapidly promote water transport, contributing to the ultrahigh evaporation rate. [25][26][27][28] However, conventional batch polymerization (BP) for hydrogel preparation is mostly achieved with assistance of pore-forming agents, complicated synthesis processes and continuous heat source or UV light that is commonly conducted in more stringent laboratory conditions. [29][30][31][32] The increasing cost and energy consumption of hydrogel fabrication and subsequent transportation in turn greatly hinder the practical application of the technology, especially for the remote area and sea platform needs.On the other hand, the swelling behavior, as the pivotal attribute of hydrogels, which influences the volume, surface area, and water storage performance of evaporators, is rarely investigated in the photothermal field. Basically, the swelling ratio of hydrogel materials could be improved by optimizing their pore structure, [33] thus enlarging the effective surface area and water