I hear this a lot but I just never understand the reasoning given. There's no way it isnt possible to clean off the panels, it's more likely funding issues in the design as well as the official "lifespan" of these probes being months not decades.

Ie they'd rather save the weight on a cleaning mechanism in order to add another scientific instrument.