Extensive experimental evidence highlights that scalar turbulence exhibits anomalous diffusion and stronger intermittency levels at small scales compared to in fluid turbulence. This renders the corresponding subgrid-scale dynamics modeling for a greater challenge date. We develop new large eddy simulation (LES) paradigm efficiently dynamically nonlocal LES of To this end, we formulate underlyi...