Lock-free algorithms use atomic operations instead of locks to allow for thread-safe concurrent access to shared data structures. This avoids issues like deadlocks but makes implementation more complex. Common atomic operations include compare-and-swap (CAS) and load-linked/store-conditional (LL/SC). A key challenge is avoiding the ABA problem where a value is changed back to its original. Solutions involve adding version numbers or using more advanced operations like CAS2. Overall, lock-free approaches can improve performance over locking but require careful design to ensure correctness and avoid data corruption between threads.