JRuby's evolution began in 2001, initially focused on creating a Ruby parser for the JVM. By 2005, the project gained momentum as developers aimed to enhance its compatibility and performance, leading to full-time support from Sun Microsystems. The user base primarily consists of Rubyists, many of whom transitioned from Java, seeking a more efficient runtime for their applications.