Machine Learning Algorithms & Natural Language Processing
Jul 3, 2026 · Artificial Intelligence
Why AI Agents Are Unstable: A Systematic Benchmark Dissects Their Weaknesses
LiveClawBench, a new benchmark for LLM agents, reveals that task domain explains only a small fraction of performance variance while a detailed complexity profile accounts for much more, exposing why even state‑of‑the‑art agents remain unstable on personal‑assistant workflows and offering a diagnostic framework to pinpoint and address specific failure modes.
AI AgentComplexity AnalysisFull-stack Mock
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