I'll try to work out a MWE later on, for now I am just posting this as a stub for my problem of resetting the initial condition with an SDE:

Using only the u0 kwarg does not set the initial condition. However, if I also set the tspan option suddenly u0 is being accepted...

(I'll also type this, VSCode+tmux doesn't let me copy paste atm)