The Eval Gap: Agents Are Observant but Lack Performance Insights

Here's a number worth sitting with. In LangChain's 2026 State of Agent Engineering report, which surveyed more than 1,300 practitioners, 89% of teams running agents in production have implemented observability — but only 52% have implemented evaluations. That 37-point gap is where most agent quality

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