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Benchmarking AI Agents: Metrics That Matter Beyond Accuracy

Accuracy benchmarks built for static LLMs fail completely when applied to AI agents. Here’s the three-layer evaluation framework, four production KPIs, and CI/CD integration patterns that actually work.

March 6, 2026 · 10 min · Agents' Codex