agentic-rag is a production-grade Agentic Retrieval-Augmented Generation system engineered to run reliably on consumer laptops (specifically RTX 3050 / 6GB VRAM). It rejects "black box" abstractions in favor of a controllable, graph-based architecture that prioritizes reasonability, reliability, and explicit failure handling.