TraceTrial-Bench separates agent success from harness reliability: 31.1% of runs mislead

_akhaliq · x · 2026-10-28

TraceTrial-Bench scores agent performance and harness reliability separately across 95 tasks, 7 dimensions, 4 harnesses × 9 models and 3,420 runs.

Key finding: 31.1% of runs pass agent criteria while failing at least one harness criterion — task success doesn't mean the harness worked. The bench uses native traces, workspace artifacts and environment state for evidence-based evaluation, with failure attribution requiring evidence review before propagation is established.

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