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.

73
novita/qwen3-coder-next
Average duration
5s
Average tokens
2361
Average cost
$0.00
100
5s
1245
opper_agents_sample_01
100
5s
1533
opper_agents_sample_02
100
5s
1500
opper_agents_sample_03
100
8s
1717
opper_agents_sample_04
100
3s
1592
opper_agents_sample_05
50
4s
1656
opper_agents_sample_06
100
3s
1838
opper_agents_sample_07
100
4s
1955
opper_agents_sample_08
0
5s
3141
opper_agents_sample_09
100
5s
3233
opper_agents_sample_10
100
6s
3131
opper_agents_sample_11
50
4s
1498
opper_agents_sample_12
100
4s
1606
opper_agents_sample_13
100
3s
1952
opper_agents_sample_14
50
3s
1587
opper_agents_sample_15
100
4s
1501
opper_agents_sample_16
0
9s
2173
opper_agents_sample_17
50
5s
1808
opper_agents_sample_18
100
3s
3594
opper_agents_sample_19
100
3s
3671
opper_agents_sample_20
100
12s
4578
opper_agents_sample_21
50
16s
4322
opper_agents_sample_22
0
5s
3992
opper_agents_sample_23
0
4s
1832
opper_agents_sample_24