AgentMercury: Scalable, Business-Grounded Evaluation for AI Agents

AgentMercury generates 4,783 verifiable business environments across 14 industries and 50 countries, advancing evaluation beyond task-specific demonstrations. Its relevance is increasing alongside harness optimization, context management, and commercial browser-agent work, but benchmark validity, production transfer, security, and persistent-skill contamination remain unresolved.