Reproducible Trace Protocols & Leakage-Robust Evaluation

Quantifying the impact of standardized trace collection on agent evaluation reliability

0.981
Full Protocol Reproducibility
90%
Leakage Reduction
2.5x
Improvement Over Baseline
5
Protocol Regimes Tested

Reproducibility by Protocol Regime

Leakage Reduction

Benchmark Ranking Disruption

Protocol Components Breakdown

Protocol Regime Comparison

RegimeReproducibilityCompletenessEff. LeakageSchema Compliance
No Protocol0.3930.2970.0910.000
Partial Logging0.5070.6030.1000.000
Full Logging0.7500.9490.1040.720
Full + Sanitized0.9390.9480.0990.735
Full Protocol0.9810.9790.0100.890