The document discusses parallel computing in Ruby, highlighting challenges in learning Ruby and transitioning from Rails 2 to Rails 3. It explains the differences between multithreading and multiprocessing, with examples of implementing threads and fibers, and mentions issues such as race conditions and deadlocks. Additionally, it touches on the use of event-driven programming with EventMachine and emphasizes when to use multithreading, particularly in high I/O scenarios.