A method and apparatus autonomically analyze computer software performance to identify performance problems and isolate particular pieces of software that contribute to those performance problems to improve overall computer system performance. In preferred embodiments, performance problems are identified based on information learned from running an application, and instrumentation hooks are dynamically inserted at instrumentation points to isolate the performance problems.