# SkinMind: Equipping Agentic RAG with Human-Inspired Graph Probing for Reliable Dermatology AI > Source: > Published: 2026-11-10 12:00:26+00:00 Reliable dermatology AI requires access to verifiable evidence distributed across heterogeneous textual and visual sources. However, conventional retrieval-augmented generation (RAG) typically relies on one-shot retrieval from flat corpora, limiting its ability to adapt retrieval granularity, explor