A minimalist, production-ready AI Agent framework built from scratch to demystify the internals of Agentic AI frameworks like LangChain and AutoGen. Most modern agent frameworks are hidden behind massive layers of abstraction, making it difficult to understand what is actually happening between the LLM, the prompt templates, and the tool execution loop.