Building an intelligent web retrieval agent that goes beyond finding answers and matching text. It verifies whether retrieved evidence actually supports an answer in the exact context of the question, helping detect misleading matches and unsupported claims. The goal is to improve answer reliability through context-aware verification, evidence-based abstention, and measurable evaluation against baseline retrieval approaches.