WAFER-QA (Web-Augmented Feedback for Evaluating Reasoning) is a benchmark for evaluating LLM agents' resilience against factually supported deceptive feedback. Each sample includes web-retrieved evidence supporting an alternative answer—one that differs from the groundtruth.