The advantage with using multiple agents is in context management, not parallelization. A main agent can orchestrate sub agents. The goal is to not overwhelm the main agent with specialized context for each step that can be delegated to separate task focused agents along the way.

Test runner sub agent knows exactly how to run tests, summarize failures etc. It loads up all the context specific to running tests and frees the main agent's context from all that. And so on...