Define and discuss the characteristics of application domains that benefit from multiprocessor and thread$-$level parallelism. Describe the concept of multi$-$threading and how it relates to thread$-$level parallelism. Provide examples of scenarios where multi$-$threading can improve system performance and discuss potential issues or trade$-$offs associated with using multiple threads.

$(20$ marks$)$