Standardizing Evaluation Toolchains & Stability Reporting

Quantifying how toolchain standardization improves agent benchmark reliability

0.979
Best Ranking Stability
14%
Stability Improvement
5
Min. Seeds Recommended
12
Agents Evaluated

Ranking Stability by Standardization Level

Stability vs. Number of Seeds

Impact of Environment Drift

Standardization Components

Detailed Results

Standardization LevelCVRank CorrelationComparability
No Standard0.3720.860Low
Version Pinned0.3870.832Medium
Cost Reported0.4710.741Medium
Latency Reported0.5090.720Medium
Full Standard0.3920.979High