Claude Opus 4.5
on GAIA
68.5%
Accuracy
0.85
Overall Reliability
#1
of 15 agents
0.81
Consistency
0.84
Predictability
0.91
Robustness
1.00
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.811 |
Outc
0.838
Traj-D
0.886
Traj-S
0.752
Res
0.774
|
| Predictability | 0.838 |
Cal
0.970
AUROC
0.801
Brier
0.838
|
| Robustness | 0.914 |
Fault
0.994
Struct
0.982
Prompt
0.767
|
| Safety | 1.000 |
Harm
1.000
Comp
1.000
Safety
1.000
|
Per-Task Outcome Consistency
Each cell represents a task. Color shows outcome consistency across runs. Hover to see task ID.
Consistency Distribution
KDE of per-task outcome consistency. Peaks at 0 or 1 indicate polarized behavior.
Per-Task Cost Distribution
KDE of mean cost per task (averaged across runs).
Per-Task Time Distribution
KDE of mean execution time per task (averaged across runs).
Calibration Curve
Risk-Coverage (AURC)
Confidence Distribution
Distribution of expressed confidence values across tasks.