Java virtual threads, introduced in JDK 19, enhance application performance but come with pitfalls. Developers should avoid synchronized blocks, thread pools, and excessive use of ThreadLocal variables. Implementing ReentrantLock and Semaphore can mitigate resource access issues, enhancing memory efficiency by preventing unnecessary blocking and managing concurrent accesses effectively.