Concurrent Ruby with Ractors and Async

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Ruby 3+ introduces Ractors for true parallelism without GIL limitations. Ractors are isolated actors—no shared mutable state. I use Ractors for CPU-intensive parallel processing. Messages pass between Ractors via send and receive. Async gem provides structured concurrency—fibers for non-blocking I/O. Concurrent-ruby gem offers thread-safe primitives—Atomic, ThreadPool, Future, Promise. Understanding Ruby's GIL limits thread parallelism helps choose right concurrency tool. Ractors excel for parallel computations; fibers for I/O concurrency. Thread safety requires careful synchronization. Mutex guards shared state. Testing concurrent code needs deterministic fixtures. Concurrency unlocks Ruby's full CPU potential.