The Pratyaksh Framework

The Pratyaksh Framework is an explicit, matrix-free numerical solver designed to handle stiff latent spaces in neural ODEs, resolve aerodynamic fluid dynamics shocks, and enable real-time physics simulations. It offers superior stability and efficiency over classical Runge-Kutta methods and implicit solvers, avoiding NaN explosions and unphysical oscillations while running significantly faster with O(N) computational complexity. The framework is open source and implemented in C++ and Python for benchmarking and demonstrations.