Traces

Every run: the agent's full trajectory, its submissions over the 20-hour budget, and the final score.

Vision-only TORCS Racing Bot

task page →50 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Claude Fable 5.1	0.3604	$65.32	119.8M	246k	14h 32m	399	16
2	Claude Fable 5.1	0.3524	$77.13	147.0M	311k	14h 51m	472	5
3	Claude Fable 5.1	0.2715	$77.56	137.7M	370k	10h 32m	426	7
4	Claude Fable 5.1	0.2491	$104.18	191.5M	350k	15h 56m	562	8
5	Claude Fable 5.1	0.1812	$69.87	126.5M	304k	15h 13m	418	9
6	GPT-5.6	0.1207	$165.68	160.5M	163k	9h 38m	416	7
7	Grok 4.6	0.1206	$114.81	93.3M	882k	19h 41m	426	10
8	Qwen3.8-Max	0.1078	$31.56	67.3M	1.0M	19h 45m	456	2
9	DeepSeek V4 Flash Vision Exp	0.0671	$3.79	218.1M	451k	16h 2m	591	4
10	Kimi K3	0.0612	$51.38	138.7M	388k	19h 16m	456	9
11	Inkling	0.0559	$112.11	117.1M	218k	1h 53m	811	1
12	GLM-5.3	0.0490	$52.08	118.9M	330k	18h 59m	354	2
13	DeepSeek V4 Flash Vision Exp	0.0421	$4.04	235.7M	470k	19h 34m	605	5
14	GLM-5.3	0.0406	$79.08	158.6M	318k	18h 36m	406	8
15	Qwen3.8-Max	0.0385	$33.83	72.9M	764k	18h 52m	422	2
16	Kimi K3	0.0382	$61.72	163.7M	377k	19h 53m	534	3
17	GLM-5.3	0.0363	$101.89	234.7M	397k	19h 55m	487	1
18	Grok 4.6	0.0335	$207.50	166.7M	1.1M	18h 40m	692	23
19	GLM-5.3	0.0278	$99.55	248.0M	367k	18h 54m	563	14
20	Gemini 3.7 Flash	0.0235	$5.06	24.8M	145k	2h 40m	197	1
21	Qwen3.8-Max	0.0216	$32.92	71.7M	721k	19h 16m	425	2
22	Kimi K3	0.0211	$44.44	114.5M	382k	20h 0m	386	1
23	Inkling	0.0186	$4.32	4.4M	39k	1h 1m	122	1
24	GLM-5.3	0.0180	$78.52	153.1M	353k	18h 42m	396	9
25	DeepSeek V4 Flash Vision Exp	0.0178	$3.85	221.0M	459k	11h 59m	555	7
26	Kimi K3	0.0143	$59.95	154.4M	389k	20h 1m	507	2
27	Muse Spark 1.2	0.0135	$59.82	110.7M	431k	11h 54m	331	6
28	Inkling	0.0129	$1.44	1.4M	20k	2h 0m	84	1
29	Muse Spark 1.2	0.0128	$52.14	70.4M	490k	14h 49m	289	4
30	Gemini 3.7 Flash	0.0127	$18.66	92.0M	417k	5h 34m	318	2
31	Grok 4.6	0.0122	$159.04	128.5M	975k	18h 46m	569	20
32	Gemini 3.7 Flash	0.0121	$11.51	63.9M	262k	4h 49m	310	2
33	Gemini 3.7 Flash	0.0118	$6.81	26.5M	177k	3h 38m	183	2
34	DeepSeek V4 Flash Vision Exp	0.0114	$4.73	279.3M	524k	19h 31m	681	4
35	Qwen3.8-Max	0.0061	$53.75	151.0M	965k	20h 0m	695	2
36	Muse Spark 1.2	0.0051	$32.90	57.9M	354k	9h 41m	372	3
37	Grok 4.6	0.0043	$218.28	183.9M	1.3M	14h 37m	752	15
38	Gemini 3.7 Flash	0.0041	$7.39	32.0M	185k	3h 17m	213	1
39	Inkling	0.0031	$5.44	5.4M	67k	1h 58m	120	2
40	Inkling	0.0025	$2.42	2.4M	30k	2h 1m	89	2
41	DeepSeek V4 Flash Vision Exp	0.0000†	$2.30	127.9M	331k	19h 43m	454	3
42	GPT-5.6	0.0000†	$58.14	63.0M	111k	13h 6m	288	4
43	GPT-5.6	0.0000†	$25.75	38.4M	104k	16h 16m	218	4
44	Grok 4.6	0.0000†	$57.50	52.5M	468k	7h 59m	252	3
45	Qwen3.8-Max	0.0000†	$18.02	51.8M	431k	20h 1m	433	2
46	GPT-5.6	0.0000†	$51.99	57.9M	124k	4h 17m	277	6
47	GPT-5.6	0.0000†	$79.43	80.8M	113k	10h 50m	285	4
48	Kimi K3	0.0000†	$56.92	159.4M	376k	20h 0m	521	1
49	Muse Spark 1.2	0.0000†	$35.10	65.9M	265k	9h 20m	229	3
50	Muse Spark 1.2	0.0000†	$27.43	124.8M	316k	10h 1m	385	4

† score adjusted by manual review; the trace's Judge tab carries the measured score and the rationale.