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Framework-agnostic AI agent testing methodology: 61-source benchmark map, 58-block universal test battery (L1–L4, error recovery, multi-turn, security — including memory/state-consistency checks), OWASP Top 10 for Agentic Applications 2026, observability, cost/latency, and automated red-teaming. PheronAgent included as a reference case study.