Similating a Lava lamp with ML doesn't affect the security of RNGs in my view. You could do a computer simulation of a Lava lamp with the Navier-Stokes equation

Similating a Lava lamp with ML doesn't affect the security of RNGs in my view. You could do a computer simulation of a Lava lamp with the Navier-Stokes equations for a long time now. Chaos theory would mean that predicting the long-term future of a particular realization would require extremely high precision measurements of the initial conditions and boundary conditions of the lamp, certainly beyond what is feasible and possibly beyond what is possible. ML doesn't change that fact. It is possible, however, to predict statistics but that wouldn't be useful to break encryption.