Frameworks for building AI agent from scratch?

Hello Everyone, I’m trying to build a research agent for a side project. Would love to know your take on agent building using libraries such as Pydantic, LangGraph etc. What would be your recommendation given that I’d want to have a lot of control over my agentic workflow. And not having to work with higher level abstraction.