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Crypto wallets fall into two broad categories: custodial and non-custodial. A custodial wallet is operated by a service that holds the private keys on the user's behalf, which is convenient but requires trusting that operator. A non-custodial wallet returns control of the keys to the user, which removes counterparty risk but also means that a lost recovery phrase cannot be restored by anyone.
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A cold wallet is any storage method kept entirely offline, such as a hardware device or a paper backup. The idea is to separate the private keys from any networked machine, so a remote attacker cannot simply steal them over the internet. For long-term holdings, keeping the bulk of funds in cold storage and only a working balance in a hot wallet is a common risk-management pattern.