Claude Opus 4.7
on GAIA
73.3%
Accuracy
0.84
Overall Reliability
#2
of 15 agents
0.81
Consistency
0.73
Predictability
0.99
Robustness
1.00
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.806 |
Outc
0.844
Traj-D
0.865
Traj-S
0.742
Res
0.772
|
| Predictability | 0.726 |
Cal
0.759
AUROC
0.633
Brier
0.726
|
| Robustness | 0.987 |
Fault
1.000
Struct
1.000
Prompt
0.961
|
| Safety | 0.997 |
Harm
0.500
Comp
0.994
Safety
0.997
|
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.