AI Agent Evaluation in 2026: Beyond the Benchmark Trap

The content highlights the significant gap between high AI agent scores on benchmarks and their poor performance in production, arguing that current benchmarks test narrow capabilities and miss critical real-world challenges. This discrepancy is identified as the defining challenge for AI agent evaluation in 2026.