A slashing penalty in proof of stake is a mechanism designed to punish validators for malicious behavior or violations of the network protocol. Validators can be penalized with a slashing penalty for actions such as double signing, going offline for extended periods, or attempting to manipulate the network in a way that undermines its security. Slashing penalties are meant to incentivize validators to act honestly and maintain the integrity of the network.