I upload the circuit diagram of the box used in the original setup from the SPTS company. (they made it)
I'm still using it in the current setup, but since the InGaAs PD has a higher Current/Power responsivity, It could be that I should reduce the load resistance and send more power on the PD. If it helps to reduce the noise, I will make a new box for the InGaAs PD.