Here is my not-so-nice-looking reverse engineering attempt to the hv power supply secion of my EPS3501 XL.
But maybe it helps someone.
So you can disable the load check and i used normal multimeter probes for testing up to 3.5kV, you shouldnt be anywhere near the device with those probes, but it did not cut the power.
I tested a 100W incandescent light as a load at 230V with no problems.
The output voltage is 0.1% too high with my unit, and the constant current mode is a little bit unstable at +-1mA but the readback seems fine.
Its relatively slow in ramping up, needing about 6-10 seconds to reach the target voltage and the HV LED is shutting off instantly after disableing the output, but the output caps are still charged for about 30 seconds.
I desiged a HV detector board which overwrites the led as long as the caps are loaded above 40V so its safer to use for me.
I will post it, as soon as i had the chance to test it.
I am planning to change the binding post to normal 4mm banana plugs, because i will never need the 3.5kV capability anyways.
I will mainly use it to test old caps for leakage and as B+ for tube amp projects at maximum 680VDC