“…The combination of technological universality and process designability makes IP attractive for a great number of advanced membrane materials, including polymers ( Jiang et al., 2018 ; Tan et al., 2018 ), supermolecules ( Qin et al., 2017 ), metal-organic frameworks (MOFs) ( Brown et al., 2014 ; Makiura et al., 2010 ), and covalent organic frameworks (COFs) ( Dey et al., 2017 ; Hao et al., 2018 ; Khan et al., 2020 ). Thereinto, the manufacturing of polyamide nanofiltration (NF) membranes represents the large-scale application of IP technology, providing an energy-efficient and sustainable paradigm for water desalination, water softening, and ionic separation ( Peng et al., 2020 ; Werber et al., 2016 ). For a typical IP process, the porous ultrafiltration (UF) membrane is successively immersed in aqueous phase with amine monomer (piperazine, PIP) and organic phase with acyl chloride monomer (trimesoyl chloride, TMC) to form a polyamide membrane spanning tens to hundreds of nanometers thick ( You et al., 2017 ).…”