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1 result for “trajectory-induced degradation”

SPIN Processed News Frame: The Fog

Benchmarking the Residual: What Long-Horizon Evaluations Add Beyond Matched Short-Task Performance

A position paper introduces 'horizon residual' as a new metric to isolate true long-horizon failure from compounding short-horizon errors in AI agent evaluation, arguing that current benchmarks conflate the two.

Spin 45% Claim Present in Source AI Risk Moderate

arXiv Machine Learning

Jul 31, 2026