In our physics research lab we use some COTS components down to 10 mK. Many passive components no longer work and we have to use C0G capacitors and NiCr resistors. Only some discrete SiGe and HEMT transistors will continue to work. But then our thermal budget is 50 uW so design is difficult even if the components remain operational.