Transfer balance NSF chainPayments & Transfers
How each model performed on this task. Every chart states its N, and the reward carries a 95% confidence interval once there is more than one trial to measure.
Core metrics
Check Pass %
Mean share of the task's checks passing, averaged over trials. N = 10 trials per model.
50%
GPT-5.5
50%
Gemini 3.1 Pro
20%
Claude Opus 4.8
0%
Gemini 3.5 Flash
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 10 trials per model.
8m
Gemini 3.5 Flash
2m
Gemini 3.1 Pro
1m
GPT-5.5
1m
Claude Opus 4.8
Tool Calls
Tool invocations, median across trials — counted from the trajectories. N = 10 trials per model.
41
Gemini 3.5 Flash
26
Gemini 3.1 Pro
13
GPT-5.5
13
Claude Opus 4.8
Verifier × model pass rate
How often each verifier passed, per model. Green is passing, red is failing — a red band across a row is a verifier nothing clears.
| Verifier | GPT-5.5n=10 | Claude Opus 4.8n=10 | Gemini 3.1 Pron=10 | Gemini 3.5 Flashn=10 |
|---|---|---|---|---|
| checks (1) | ||||
| gold_account_funding_self_healing_retry_failed_again | 50% | 20% | 50% | 0% |
Failure modes on this task
28 tagged verifier failures, by the stage they were assigned to. Higher is worse.
| Failure stage | GPT-5.5 | Claude Opus 4.8 | Gemini 3.1 Pro | Gemini 3.5 Flash |
|---|---|---|---|---|
| Answer3 modes | 5 | 8 | 5 | 10 |