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