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agent-failure-modes

Why Frontier AI Agents Still Fail Enterprise IT — Lessons From ITBench-AA

ITBench-AA is the first public benchmark to grade AI agents on real enterprise IT tasks — and every frontier model scores under 50%. Here's what the result actually says, the four failure modes it exposes, and how to rebuild your eval harness around it.

05/27/2026 · Model Evaluation · 9 min read

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