Traces

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

Kolmogorov Audio Compression

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0268	$2.15	112.2M	397k	7h 43m	389	3
2	DeepSeek V4 Flash Vision Exp	0.0228	$5.13	304.7M	583k	13h 30m	712	7
3	DeepSeek V4 Flash Vision Exp	0.0094	$6.17	373.9M	627k	11h 53m	798	9
4	DeepSeek V4 Flash Vision Exp	0.0081	$3.17	180.3M	434k	7h 52m	554	2
5	DeepSeek V4 Flash Vision Exp	0.0056	$3.93	222.7M	553k	14h 38m	530	7

Astronomy Toolkit

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$4.02	226.3M	587k	18h 16m	503	5
2	DeepSeek V4 Flash Vision Exp	$4.14	229.6M	637k	20h 0m	483	1
3	DeepSeek V4 Flash Vision Exp	$3.11	165.3M	552k	9h 15m	409	6
4	DeepSeek V4 Flash Vision Exp	$3.44	189.2M	548k	10h 29m	453	4
5	DeepSeek V4 Flash Vision Exp	$3.67	205.7M	547k	18h 16m	510	3

Cranelift Codegen Optimization

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0237	$8.27	504.6M	723k	9h 18m	1260	11
2	DeepSeek V4 Flash Vision Exp	0.0107	$5.01	303.8M	439k	7h 50m	723	8
3	DeepSeek V4 Flash Vision Exp	0.0030	$5.08	311.7M	419k	8h 3m	781	6
4	DeepSeek V4 Flash Vision Exp	0.0000	$3.68	220.8M	344k	8h 44m	670	8
5	DeepSeek V4 Flash Vision Exp	0.0000	$4.87	296.6M	422k	6h 43m	730	3

Dart Style in Haskell

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.4014	$18.12	1122.6M	1.6M	19h 51m	2602	23
2	DeepSeek V4 Flash Vision Exp	0.2342	$7.03	436.2M	602k	8h 13m	914	3
3	DeepSeek V4 Flash Vision Exp	0.2234	$21.23	1304.8M	2.0M	15h 38m	2836	7
4	DeepSeek V4 Flash Vision Exp	0.1638	$15.31	956.5M	1.3M	19h 4m	2023	3
5	DeepSeek V4 Flash Vision Exp	0.0766	$15.69	953.5M	1.5M	16h 48m	2199	5

FFmpeg libswscale Optimization

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0668	$8.52	493.3M	1.0M	6h 44m	1095	8
2	DeepSeek V4 Flash Vision Exp	0.0636	$9.11	528.7M	1.1M	6h 10m	1172	5
3	DeepSeek V4 Flash Vision Exp	0.0602	$13.77	800.3M	1.6M	9h 14m	1831	19
4	DeepSeek V4 Flash Vision Exp	0.0483	$9.39	554.1M	1.0M	5h 54m	1197	16
5	DeepSeek V4 Flash Vision Exp	0.0000	$12.34	718.0M	1.4M	8h 32m	1678	16

Crash-Proof Flash Filesystem

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0110	$29.12	1761.2M	2.9M	19h 19m	3911	24
2	DeepSeek V4 Flash Vision Exp	0.0053	$22.61	1343.5M	2.5M	19h 20m	2867	26
3	DeepSeek V4 Flash Vision Exp	0.0049	$20.65	1205.0M	2.5M	19h 56m	2498	19
4	DeepSeek V4 Flash Vision Exp	0.0049	$17.94	1097.8M	1.6M	18h 58m	2348	14
5	DeepSeek V4 Flash Vision Exp	0.0049	$20.78	1251.0M	2.1M	19h 4m	2804	15

FrogsGame Post-Training

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1100	$1.27	65.0M	240k	20h 4m	306	1
2	DeepSeek V4 Flash Vision Exp	0.0860	$1.47	79.6M	227k	19h 17m	390	2
3	DeepSeek V4 Flash Vision Exp	0.0160	$1.33	68.9M	247k	19h 56m	345	2
4	DeepSeek V4 Flash Vision Exp	0.0160	$1.13	55.9M	221k	19h 37m	264	2
5	DeepSeek V4 Flash Vision Exp	0.0000	$1.61	87.5M	249k	20h 2m	395	1

Stepper Music Sequencer GBA

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1348	$19.48	1192.0M	1.8M	11h 51m	2670	7
2	DeepSeek V4 Flash Vision Exp	0.1138	$28.55	1772.4M	2.4M	15h 1m	3833	23
3	DeepSeek V4 Flash Vision Exp	0.0534	$18.46	1143.5M	1.6M	13h 42m	2700	16
4	DeepSeek V4 Flash Vision Exp	0.0419	$18.93	1164.8M	1.7M	11h 44m	2764	29
5	DeepSeek V4 Flash Vision Exp	0.0319	$17.22	1033.6M	1.8M	11h 35m	2306	13

Git to Zig

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1304	$28.18	1759.3M	2.2M	19h 24m	3723	15
2	DeepSeek V4 Flash Vision Exp	0.1213	$28.06	1756.1M	2.2M	19h 43m	3793	11
3	DeepSeek V4 Flash Vision Exp	0.1193	$26.16	1630.6M	2.1M	19h 37m	3584	8
4	DeepSeek V4 Flash Vision Exp	0.1079	$21.83	1364.0M	1.7M	17h 17m	2977	8
5	DeepSeek V4 Flash Vision Exp	0.0988	$20.50	1272.8M	1.7M	19h 17m	2732	11

Granite Mamba2 Inference Optimization

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.8708	$2.68	149.8M	376k	16h 23m	473	5
2	DeepSeek V4 Flash Vision Exp	0.7876	$3.53	195.8M	540k	19h 32m	519	8
3	DeepSeek V4 Flash Vision Exp	0.7578	$8.78	501.2M	1.2M	13h 5m	1157	3
4	DeepSeek V4 Flash Vision Exp	0.7467	$8.27	472.9M	1.1M	11h 58m	1140	23
5	DeepSeek V4 Flash Vision Exp	0.4680	$3.00	159.1M	520k	6h 30m	442	5

Higgs Uncertainty Inference

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.9597	$1.51	70.8M	347k	3h 23m	283	4
2	DeepSeek V4 Flash Vision Exp	0.7308	$2.17	110.7M	423k	3h 32m	374	9
3	DeepSeek V4 Flash Vision Exp	0.0718	$2.02	102.8M	397k	15h 29m	346	4
4	DeepSeek V4 Flash Vision Exp	0.0700	$1.50	70.3M	352k	6h 13m	290	6
5	DeepSeek V4 Flash Vision Exp	0.0559	$1.32	62.9M	305k	6h 32m	278	4

SGLang Inference System Optimization

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$2.44	138.4M	299k	9h 52m	531	4
2	DeepSeek V4 Flash Vision Exp	$5.46	332.4M	492k	10h 53m	782	15
3	DeepSeek V4 Flash Vision Exp	$3.59	206.9M	443k	9h 31m	593	16
4	DeepSeek V4 Flash Vision Exp	$3.41	198.5M	360k	8h 1m	562	4
5	DeepSeek V4 Flash Vision Exp	$3.54	209.2M	364k	8h 32m	632	9

Lean 4 Kernel Type Checker in Pascal

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.3599	$12.71	725.7M	1.6M	10h 38m	1614	4
2	DeepSeek V4 Flash Vision Exp	0.3164	$9.48	551.4M	1.2M	7h 58m	1228	8
3	DeepSeek V4 Flash Vision Exp	0.2513	$13.44	768.2M	1.8M	13h 43m	1760	7
4	DeepSeek V4 Flash Vision Exp	0.0143	$12.56	761.2M	1.2M	12h 33m	1627	35
5	DeepSeek V4 Flash Vision Exp	0.0000	$11.64	694.6M	1.3M	11h 22m	1413	33

libexpat Optimization

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0891	$17.04	1034.3M	1.6M	6h 42m	2273	6
2	DeepSeek V4 Flash Vision Exp	0.0545	$16.46	992.0M	1.7M	6h 43m	2222	11
3	DeepSeek V4 Flash Vision Exp	0.0000	$13.51	827.8M	1.3M	5h 43m	1720	13
4	DeepSeek V4 Flash Vision Exp	0.0000	$21.93	1323.6M	2.2M	8h 50m	3095	7
5	DeepSeek V4 Flash Vision Exp	0.0000	$33.36	1965.0M	3.8M	19h 31m	4102	48

Lua Native Compiler

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.9788	$23.06	1383.4M	2.4M	13h 19m	2911	21
2	DeepSeek V4 Flash Vision Exp	0.2005	$21.27	1250.2M	2.4M	15h 16m	2676	17
3	DeepSeek V4 Flash Vision Exp	0.0000	$11.39	676.4M	1.3M	7h 45m	1507	15
4	DeepSeek V4 Flash Vision Exp	0.0000	$22.43	1385.4M	2.0M	11h 31m	2860	2
5	DeepSeek V4 Flash Vision Exp	0.0000	$18.34	1059.5M	2.2M	17h 1m	2383	9

Machine-Learned Interatomic Potential

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.9173	$3.12	179.4M	413k	18h 25m	558	6
2	DeepSeek V4 Flash Vision Exp	0.6906	$1.80	93.9M	332k	18h 0m	378	6
3	DeepSeek V4 Flash Vision Exp	0.4712	$1.05	54.4M	192k	19h 29m	342	2
4	DeepSeek V4 Flash Vision Exp	0.2438	$1.59	84.5M	269k	19h 1m	389	5
5	DeepSeek V4 Flash Vision Exp	0.0562	$2.23	120.5M	374k	18h 41m	436	3

Medium-Range Weather Forecast

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.4639	$1.55	83.0M	253k	19h 5m	403	5
2	DeepSeek V4 Flash Vision Exp	0.0000	$1.66	90.1M	258k	19h 29m	392	3
3	DeepSeek V4 Flash Vision Exp	0.0000	$1.99	110.4M	289k	18h 13m	487	4
4	DeepSeek V4 Flash Vision Exp	0.0000	$1.55	84.2M	243k	18h 42m	398	5
5	DeepSeek V4 Flash Vision Exp	0.0000	$1.68	93.8M	242k	19h 27m	452	2

MEG Speech Decoding

task page →2 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1749	$1.32	68.7M	240k	18h 36m	359	6
2	DeepSeek V4 Flash Vision Exp	0.0826	$1.73	93.5M	273k	12h 25m	457	2

Wan 2.1 on MAX/Mojo

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.4396	$4.92	297.3M	464k	19h 11m	681	11
2	DeepSeek V4 Flash Vision Exp	0.4384	$3.53	204.1M	419k	17h 55m	562	3
3	DeepSeek V4 Flash Vision Exp	0.3550	$2.99	168.7M	386k	19h 32m	453	3
4	DeepSeek V4 Flash Vision Exp	0.2720	$3.61	208.7M	436k	14h 28m	562	11
5	DeepSeek V4 Flash Vision Exp	0.2506	$3.27	186.8M	413k	17h 5m	493	5

MS/MS De Novo Generation

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$1.89	103.3M	298k	19h 46m	435	3
2	DeepSeek V4 Flash Vision Exp	$2.64	142.6M	438k	12h 9m	474	5
3	DeepSeek V4 Flash Vision Exp	$2.54	140.9M	373k	17h 33m	473	5
4	DeepSeek V4 Flash Vision Exp	$2.76	151.1M	447k	15h 16m	503	6
5	DeepSeek V4 Flash Vision Exp	$2.75	153.9M	409k	18h 4m	510	2

Multi-GPU Efficient Finetuning

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.3333	$0.82	36.7M	207k	19h 58m	238	1
2	DeepSeek V4 Flash Vision Exp	0.1429	$0.92	41.7M	226k	19h 50m	251	2
3	DeepSeek V4 Flash Vision Exp	0.0238	$0.66	29.1M	168k	19h 41m	226	2
4	DeepSeek V4 Flash Vision Exp	0.0000	$0.76	37.0M	151k	19h 59m	275	1
5	DeepSeek V4 Flash Vision Exp	0.0000	$1.23	60.8M	248k	19h 49m	323	1

Notebook Compression

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.2139	$1.97	101.8M	387k	13h 26m	420	1
2	DeepSeek V4 Flash Vision Exp	0.2028	$2.58	144.1M	374k	19h 46m	508	2
3	DeepSeek V4 Flash Vision Exp	0.1948	$3.01	169.4M	449k	11h 0m	551	4
4	DeepSeek V4 Flash Vision Exp	0.1939	$2.93	164.0M	435k	14h 31m	526	4
5	DeepSeek V4 Flash Vision Exp	0.1818	$2.40	126.7M	415k	10h 56m	421	6

Flight-Sim Renderer in OpenGL

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0069	$10.96	663.9M	1.1M	19h 2m	1527	2
2	DeepSeek V4 Flash Vision Exp	0.0065	$10.60	633.4M	1.1M	15h 56m	1516	8
3	DeepSeek V4 Flash Vision Exp	0.0028	$12.40	756.6M	1.2M	19h 8m	1756	39
4	DeepSeek V4 Flash Vision Exp	0.0027	$6.77	415.2M	638k	18h 28m	837	7
5	DeepSeek V4 Flash Vision Exp	0.0000	$11.01	666.7M	1.1M	19h 11m	1467	11

Optimizer Design

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1123	$1.12	52.3M	255k	18h 23m	256	2
2	DeepSeek V4 Flash Vision Exp	0.0770	$1.22	63.5M	222k	19h 1m	334	2
3	DeepSeek V4 Flash Vision Exp	0.0348	$1.44	75.8M	242k	19h 19m	349	2
4	DeepSeek V4 Flash Vision Exp	0.0000	$1.51	79.4M	262k	19h 14m	406	2
5	DeepSeek V4 Flash Vision Exp	0.0000	$1.33	65.8M	275k	19h 51m	313	1

PostgreSQL 18 on SQLite

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1484	$22.50	1379.3M	2.0M	19h 53m	3146	1
2	DeepSeek V4 Flash Vision Exp	0.1264	$22.61	1383.3M	2.0M	19h 51m	3272	3
3	DeepSeek V4 Flash Vision Exp	0.1044	$19.66	1214.6M	1.7M	19h 25m	2688	9
4	DeepSeek V4 Flash Vision Exp	0.0659	$23.23	1428.3M	2.0M	19h 44m	3348	1
5	DeepSeek V4 Flash Vision Exp	0.0165	$8.18	489.5M	856k	20h 0m	1194	2

Quantum ESPRESSO pw.x in Rust

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$7.62	422.1M	1.1M	12h 5m	912	6
2	DeepSeek V4 Flash Vision Exp	$6.14	336.4M	959k	16h 29m	853	10
3	DeepSeek V4 Flash Vision Exp	$4.17	227.6M	660k	6h 35m	447	3
4	DeepSeek V4 Flash Vision Exp	$6.64	359.4M	1.1M	12h 22m	882	5
5	DeepSeek V4 Flash Vision Exp	$6.97	389.0M	1.0M	14h 29m	887	5

Qubit Routing

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.6244	$2.53	133.2M	457k	10h 50m	402	7
2	DeepSeek V4 Flash Vision Exp	0.5485	$2.27	120.4M	400k	9h 24m	405	3
3	DeepSeek V4 Flash Vision Exp	0.4883	$3.26	177.3M	519k	9h 8m	426	7
4	DeepSeek V4 Flash Vision Exp	0.4768	$2.33	127.1M	362k	12h 24m	407	4
5	DeepSeek V4 Flash Vision Exp	0.4348	$2.35	127.0M	382k	9h 0m	395	7

Reconnaissance Blind Chess Recovery

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1786	$2.02	107.0M	337k	14h 34m	328	2
2	DeepSeek V4 Flash Vision Exp	0.1214	$2.99	164.7M	448k	8h 44m	423	5
3	DeepSeek V4 Flash Vision Exp	0.0357	$2.71	145.6M	448k	14h 17m	377	7
4	DeepSeek V4 Flash Vision Exp	0.0143	$2.49	130.6M	440k	11h 4m	400	10
5	DeepSeek V4 Flash Vision Exp	0.0036	$2.74	145.9M	463k	9h 28m	372	6

Fitness-Recap Video in Remotion

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.1621	$10.73	658.6M	994k	19h 13m	1651	18
2	DeepSeek V4 Flash Vision Exp	0.0738	$6.53	405.2M	565k	19h 26m	994	10
3	DeepSeek V4 Flash Vision Exp	0.0483	$6.64	411.0M	525k	16h 0m	983	21
4	DeepSeek V4 Flash Vision Exp	0.0324	$12.46	767.8M	1.1M	18h 4m	1789	24
5	DeepSeek V4 Flash Vision Exp	0.0121	$4.01	242.4M	395k	12h 19m	777	16

Snooker Prediction

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$4.83	277.6M	638k	5h 11m	644	13
2	DeepSeek V4 Flash Vision Exp	$3.23	179.6M	479k	19h 58m	466	1
3	DeepSeek V4 Flash Vision Exp	$3.55	189.8M	629k	6h 0m	485	3
4	DeepSeek V4 Flash Vision Exp	$4.28	248.4M	549k	14h 16m	593	8
5	DeepSeek V4 Flash Vision Exp	$5.35	314.7M	642k	14h 37m	709	3

SPICE Circuit Simulator in Rust

task page →5 runs · indexed 2026-09-02

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	$11.65	704.6M	1.2M	10h 40m	1549	15
2	DeepSeek V4 Flash Vision Exp	$19.65	1192.1M	2.0M	18h 3m	2398	10
3	DeepSeek V4 Flash Vision Exp	$20.48	1199.6M	2.4M	11h 32m	2563	9
4	DeepSeek V4 Flash Vision Exp	$21.51	1287.0M	2.2M	19h 10m	2904	13
5	DeepSeek V4 Flash Vision Exp	$19.68	1182.5M	2.0M	19h 8m	2617	23

Synthetic Music Diarization

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.4412	$1.72	93.1M	282k	19h 4m	430	2
2	DeepSeek V4 Flash Vision Exp	0.4247	$2.96	173.2M	352k	17h 55m	617	4
3	DeepSeek V4 Flash Vision Exp	0.4065	$1.73	95.5M	262k	17h 34m	448	5
4	DeepSeek V4 Flash Vision Exp	0.3803	$1.85	99.9M	306k	18h 37m	455	3
5	DeepSeek V4 Flash Vision Exp	0.2979	$2.02	115.0M	266k	19h 32m	508	4

Vision-only TORCS Racing Bot

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.0671	$3.79	218.1M	451k	16h 2m	591	4
2	DeepSeek V4 Flash Vision Exp	0.0421	$4.04	235.7M	470k	19h 34m	605	5
3	DeepSeek V4 Flash Vision Exp	0.0178	$3.85	221.0M	459k	11h 59m	555	7
4	DeepSeek V4 Flash Vision Exp	0.0114	$4.73	279.3M	524k	19h 31m	681	4
5	DeepSeek V4 Flash Vision Exp	0.0000†	$2.30	127.9M	331k	19h 43m	454	3

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

Verilog Simulator in Swift

task page →5 runs · indexed 2026-09-02

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	DeepSeek V4 Flash Vision Exp	0.5582	$23.11	1453.0M	1.8M	19h 40m	3118	3
2	DeepSeek V4 Flash Vision Exp	0.4212	$16.08	998.7M	1.4M	20h 0m	2128	4
3	DeepSeek V4 Flash Vision Exp	0.3784	$22.06	1380.9M	1.8M	19h 50m	2999	12
4	DeepSeek V4 Flash Vision Exp	0.3253	$27.96	1735.1M	2.4M	17h 46m	3798	22
5	DeepSeek V4 Flash Vision Exp	0.3065	$23.64	1484.7M	1.9M	18h 25m	3157	30