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Mathematical benchmarking framework for AI agent architectures. Statistical validation (95% confidence intervals, Cohen's h effect sizes), stress testing, network resilience, ensemble coordination, and failure analysis. Rigorous evaluation is not downstream of engineering. It is the engineering most practitioners skip.