An execution environment in a computer system allows user code to be executed using multiple execution runtimes. The execution environment translates the user code into a runtime agnostic representation, selects an execution runtime for executing the runtime agnostic representation, and invokes a scheduler for the selected execution runtime. The scheduler dispatches tasks from the runtime agnostic representation for execution by the computer system using concurrency mechanisms in the selected execution runtime.