Agent Reasoning

Decide what to do next: pick the right tool, plan multi-step actions, recover when something goes wrong. The hardest category — open-ended decisions, no single correct answer.

94
gcp/gemini-3-flash-preview
Average duration
16s
Average tokens
4278
Average cost
$0.01
100
6s
1777
opper_agents_sample_01
100
6s
1884
opper_agents_sample_02
100
10s
2540
opper_agents_sample_03
100
6s
1928
opper_agents_sample_04
50
6s
2159
opper_agents_sample_05
100
7s
2332
opper_agents_sample_06
100
5s
2347
opper_agents_sample_07
100
5s
2337
opper_agents_sample_08
100
6s
3744
opper_agents_sample_09
100
8s
3985
opper_agents_sample_10
100
7s
3795
opper_agents_sample_11
50
11s
2775
opper_agents_sample_12
100
15s
3267
opper_agents_sample_13
100
8s
2907
opper_agents_sample_14
100
10s
2803
opper_agents_sample_15
100
4s
1709
opper_agents_sample_16
100
15s
3467
opper_agents_sample_17
100
1m 23s
13341
opper_agents_sample_18
100
4s
4164
opper_agents_sample_19
100
5s
4329
opper_agents_sample_20
100
12s
5649
opper_agents_sample_21
50
1m 33s
17117
opper_agents_sample_22
100
43s
10208
opper_agents_sample_23
100
4s
2104
opper_agents_sample_24