Redux Promise Middleware is a tool for Redux that simplifies handling of asynchronous actions by automatically transforming a single action with a promise payload into separate pending, fulfilled, and rejected actions. It's designed for developers using Redux who need to manage async operations like API calls without writing boilerplate code for each state transition. The middleware can be combined with Redux Thunk for more complex action chaining scenarios.