The DeepER-Med framework integrates AI agents with multi-hop retrieval to automate biomedical research. It solves the transparency gap by adding explicit, inspectable criteria for evidence appraisal. This prevents compounding errors during synthesis. Clinicians can now verify the reliability of agentic outputs when tackling complex, real-world medical questions instead of trusting a black box.