There are chemical systems where Lyapunov time is small enough that you can only predict seconds or minutes into the future and astronomical systems that are nonlinear and chaotic but have a long enough Lyapunov time that you can make reasonable predictions for millions of years. For both of these scales, the Lyapunov time still bounds how far into the future you can expect your predictions to remain near to the actual behavior of the system.
I do not know the Lyapunov times of the financial markets. That said, mathematically-sophisticated professional analysis frequently get their predictions wrong in major ways, so I expect there is a pretty hard bound on predictive quality caused by a short Lyanpunov time of the markets themselves.
In the finance space, the stationary core is often some 'stylized fact' that you're hypothesizing will hold true. This could be e.g., the momentum factor, that if you strip away the noise, there's an underlying trend that will hold over an extended duration.