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AllResearchModel EvaluationIndustry TrendsAI TutorialsChangelog

long-horizon-agents

How Good Are AI Agents Really? 2026's Toughest Benchmarks

Fresh 2026 benchmarks — ITBench-AA for enterprise IT and LongDS-Bench for long-horizon work — show frontier agents still fail most real tasks. Here's what they actually measure and why the gap matters.

06/01/2026 · Model Evaluation · 10 min read

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