Expert pruning has a trade-off curve: pruning less means smaller performance loss but limited memory savings, while pruning more means noticeable memory reduction but possibly hitting a capability floor; different layers have inconsistent sensitivity to pruning, and degradation may collapse suddenly under extreme compression.