The term covers structured protocols such as CoinJoin, where users retain custody, and custodial mixers, where an operator takes funds and returns different ones. Custodial mixing adds theft and logging risk, and several operators have been seized with their records.
Regulatory treatment varies sharply by country, and receiving mixed coins can trigger exchange risk-screening downstream. The linked articles document both the techniques and the enforcement history.