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	Inkling	0.0073	$7.83	8.2M	21k	1h 33m	141	2
2	Inkling	0.0061	$5.43	5.5M	41k	1h 2m	147	2
3	Inkling	0.0061	$13.67	14.2M	40k	2h 24m	225	2
4	Inkling	0.0039	$4.62	4.8M	24k	1h 6m	101	1
5	Inkling	0.0030	$5.70	5.9M	31k	2h 11m	145	1

Astronomy Toolkit

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$4.59	4.7M	24k	22m	105	2
2	Inkling	$5.98	6.1M	33k	29m	144	1
3	Inkling	$2.97	2.9M	45k	43m	109	2
4	Inkling	$6.49	6.6M	47k	1h 53m	142	1
5	Inkling	$6.06	6.2M	36k	1h 0m	118	2

Cranelift Codegen Optimization

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$8.38	8.8M	12k	55m	94	1
2	Inkling	$13.75	14.4M	22k	1h 40m	135	2
3	Inkling	$11.79	12.4M	15k	1h 2m	121	1
4	Inkling	$8.24	8.6M	21k	30m	104	2
5	Inkling	$13.82	14.5M	21k	59m	137	2

Dart Style in Haskell

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$2.95	3.1M	10k	11m	87	2
2	Inkling	$20.49	21.4M	45k	32m	241	1
3	Inkling	$19.88	20.7M	49k	1h 2m	297	1
4	Inkling	$7.80	8.1M	20k	1h 3m	140	1
5	Inkling	$4.62	4.8M	11k	1h 10m	101	2

FFmpeg libswscale Optimization

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$11.24	11.7M	27k	1h 20m	165	2
2	Inkling	$15.45	16.1M	35k	22m	188	2
3	Inkling	$39.66	41.4M	77k	41m	354	2
4	Inkling	$15.51	16.2M	36k	32m	190	1
5	Inkling	$11.17	11.6M	27k	16m	167	1

Crash-Proof Flash Filesystem

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$14.16	14.7M	37k	1h 30m	184	2
2	Inkling	$9.30	9.7M	22k	11m	123	2
3	Inkling	$12.08	12.6M	23k	14m	161	2
4	Inkling	$16.45	17.2M	21k	16m	173	2
5	Inkling	$13.17	13.7M	28k	1h 27m	186	2

FrogsGame Post-Training

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0080	$2.60	2.6M	22k	28m	84	2
2	Inkling	0.0000	$8.37	8.7M	31k	38m	169	2
3	Inkling	0.0000	$3.54	3.7M	16k	24m	97	2
4	Inkling	0.0000	$1.63	1.6M	18k	24m	71	2
5	Inkling	0.0000	$2.52	2.6M	17k	28m	103	2

Stepper Music Sequencer GBA

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$3.82	3.9M	21k	15m	103	2
2	Inkling	$6.62	6.9M	28k	22m	168	1
3	Inkling	$8.48	8.8M	35k	24m	171	2
4	Inkling	$10.64	11.1M	32k	19m	193	1
5	Inkling	$5.72	5.9M	31k	22m	140	2

Git to Zig

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.1510	$17.77	18.6M	32k	1h 29m	255	1
2	Inkling	0.0093	$17.52	18.3M	28k	1h 29m	208	3
3	Inkling	0.0019	$16.36	17.1M	30k	17m	280	1
4	Inkling	0.0000	$3.15	3.3M	13k	5m	86	2
5	Inkling	0.0000†	$5.57	5.8M	17k	1h 55m	118	2

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

Granite Mamba2 Inference Optimization

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.7968	$5.41	5.6M	24k	1h 10m	98	3
2	Inkling	0.7910	$2.64	2.7M	12k	47m	61	2
3	Inkling	0.7670	$5.68	5.8M	36k	1h 22m	101	2
4	Inkling	0.0000	$7.50	7.7M	51k	1h 46m	135	1
5	Inkling	0.0000	$4.66	4.8M	18k	1h 13m	91	2

Higgs Uncertainty Inference

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.8760	$6.24	6.3M	65k	37m	140	1
2	Inkling	0.0078	$3.62	3.6M	51k	2h 38m	120	1
3	Inkling	0.0004	$3.37	3.3M	54k	1h 37m	104	1
4	Inkling	0.0004	$4.08	4.1M	54k	1h 12m	112	2
5	Inkling	0.0000	$2.47	2.5M	36k	1h 12m	106	1

SGLang Inference System Optimization

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$4.87	5.1M	12k	1h 40m	92	3
2	Inkling	$7.60	8.0M	10k	1h 46m	120	2
3	Inkling	$5.18	5.4M	12k	1h 28m	91	2
4	Inkling	$6.42	6.7M	16k	1h 12m	100	1
5	Inkling	$14.76	15.4M	36k	34m	194	2

Lean 4 Kernel Type Checker in Pascal

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$5.56	5.7M	37k	1h 16m	115	2
2	Inkling	$5.46	5.6M	34k	55m	107	2
3	Inkling	$5.70	5.9M	22k	14m	80	2
4	Inkling	$13.81	14.4M	43k	1h 26m	175	1
5	Inkling	$6.56	6.8M	25k	12m	109	6

libexpat Optimization

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$23.47	24.5M	46k	39m	359	2
2	Inkling	$3.70	3.7M	39k	18m	85	2
3	Inkling	$18.36	19.0M	75k	47m	251	4
4	Inkling	$3.58	3.6M	31k	16m	74	2
5	Inkling	$3.11	3.2M	24k	13m	82	3

Lua Native Compiler

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$27.74	28.9M	72k	42m	300	1
2	Inkling	$16.92	17.5M	67k	44m	221	1
3	Inkling	$48.62	50.6M	132k	1h 1m	367	2
4	Inkling	$14.81	15.3M	75k	53m	223	1
5	Inkling	$7.91	8.2M	23k	26m	165	2

Machine-Learned Interatomic Potential

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0572	$3.46	3.5M	36k	2h 37m	136	1
2	Inkling	0.0431	$4.94	5.0M	59k	45m	120	1
3	Inkling	0.0393	$6.84	7.0M	43k	1h 26m	181	1
4	Inkling	0.0179	$5.35	5.4M	56k	1h 32m	126	2
5	Inkling	0.0126	$4.98	5.1M	42k	1h 33m	148	2

Medium-Range Weather Forecast

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.2568	$3.54	3.6M	37k	1h 43m	97	1
2	Inkling	0.2237	$3.91	3.9M	47k	1h 43m	120	1
3	Inkling	0.1542	$5.24	5.4M	39k	1h 50m	132	2
4	Inkling	0.1482	$3.49	3.6M	19k	1h 32m	102	1
5	Inkling	0.0000	$6.20	6.2M	72k	38m	132	1

MEG Speech Decoding

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$5.29	5.5M	26k	1h 28m	151	1
2	Inkling	$5.01	5.2M	28k	1h 29m	128	1
3	Inkling	$6.23	6.3M	53k	2h 6m	139	1
4	Inkling	$5.31	5.5M	23k	2h 3m	134	2
5	Inkling	$5.42	5.6M	24k	1h 30m	116	1

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	Inkling	0.0429	$17.12	17.9M	30k	2h 11m	192	1
2	Inkling	0.0404	$13.85	14.5M	23k	1h 11m	142	1
3	Inkling	0.0305	$12.93	13.5M	35k	14m	141	1
4	Inkling	0.0000	$16.05	16.8M	29k	1h 23m	176	2
5	Inkling	0.0000	$11.47	11.9M	30k	1h 18m	145	2

MS/MS De Novo Generation

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$4.78	4.9M	42k	32m	136	1
2	Inkling	$9.60	9.7M	91k	1h 37m	187	1
3	Inkling	$4.22	4.3M	40k	1h 20m	125	2
4	Inkling	$9.21	9.4M	67k	2h 19m	235	1
5	Inkling	$6.19	6.3M	42k	29m	120	1

Multi-GPU Efficient Finetuning

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.5238	$11.78	12.1M	59k	1h 35m	166	1
2	Inkling	0.0476	$5.35	5.5M	24k	1h 26m	132	2
3	Inkling	0.0238	$14.22	14.8M	45k	2h 19m	219	1
4	Inkling	0.0000	$6.66	6.8M	46k	2h 1m	135	1
5	Inkling	0.0000	$4.16	4.3M	15k	34m	107	3

Notebook Compression

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0214	$5.30	5.4M	31k	3h 11m	184	2
2	Inkling	0.0209	$6.76	6.9M	44k	2h 24m	193	2
3	Inkling	0.0205	$8.12	8.4M	30k	3h 20m	185	1
4	Inkling	0.0203	$5.44	5.6M	27k	1h 39m	121	3
5	Inkling	0.0179	$5.86	6.0M	36k	2h 37m	166	2

Flight-Sim Renderer in OpenGL

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$6.72	7.0M	25k	22m	138	2
2	Inkling	$6.59	6.8M	31k	2h 10m	146	2
3	Inkling	$6.57	6.8M	31k	35m	156	1
4	Inkling	$4.24	4.4M	17k	41m	109	1
5	Inkling	$8.87	9.2M	43k	1h 49m	170	2

Optimizer Design

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$1.08	1.1M	14k	1h 4m	58	1
2	Inkling	$1.53	1.5M	16k	1h 13m	73	2
3	Inkling	$3.84	3.9M	25k	5h 18m	124	1
4	Inkling	$2.54	2.6M	28k	2h 1m	88	1
5	Inkling	$1.63	1.6M	27k	1h 46m	73	1

PostgreSQL 18 on SQLite

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$22.34	23.3M	56k	1h 53m	340	3
2	Inkling	$19.06	19.8M	53k	1h 41m	302	2
3	Inkling	$19.04	19.9M	46k	23m	252	1
4	Inkling	$16.56	17.2M	48k	32m	214	2
5	Inkling	$16.62	17.3M	42k	34m	287	1

Quantum ESPRESSO pw.x in Rust

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$18.68	19.4M	66k	28m	186	2
2	Inkling	$22.94	24.0M	46k	17m	274	1
3	Inkling	$8.19	8.5M	35k	16m	142	1
4	Inkling	$9.25	9.5M	49k	17m	146	2
5	Inkling	$9.32	9.6M	44k	15m	138	2

Qubit Routing

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.4268	$4.27	4.3M	39k	1h 28m	101	2
2	Inkling	0.2712	$3.61	3.7M	31k	1h 49m	90	2
3	Inkling	0.2062	$7.66	7.9M	44k	1h 46m	158	2
4	Inkling	0.1413	$4.71	4.8M	39k	39m	98	2
5	Inkling	0.0057	$3.81	3.8M	60k	1h 38m	95	1

Reconnaissance Blind Chess Recovery

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.2000	$1.23	1.2M	15k	1h 37m	46	1
2	Inkling	0.0786	$1.37	1.4M	14k	43m	62	1
3	Inkling	0.0393	$5.27	5.4M	45k	1h 49m	127	2
4	Inkling	0.0143	$2.10	2.1M	21k	28m	83	1
5	Inkling	0.0000	$3.91	4.0M	36k	2h 12m	98	2

Fitness-Recap Video in Remotion

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0006	$14.05	14.6M	38k	1h 0m	183	1
2	Inkling	0.0001	$7.96	8.3M	26k	31m	141	2
3	Inkling	0.0000	$13.72	14.2M	49k	59m	205	1
4	Inkling	0.0000	$10.65	11.1M	29k	1h 18m	172	2
5	Inkling	0.0000	$11.15	11.6M	44k	40m	138	1

Snooker Prediction

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0335	$2.61	2.6M	26k	1h 16m	72	2
2	Inkling	0.0203	$2.91	2.9M	46k	1h 53m	87	2
3	Inkling	0.0000	$3.24	3.2M	40k	1h 45m	103	1
4	Inkling	0.0000	$2.84	2.7M	69k	45m	82	2
5	Inkling	0.0000	$1.80	1.8M	26k	14m	79	2

SPICE Circuit Simulator in Rust

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

#	Model	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	$4.42	4.6M	23k	45m	83	1
2	Inkling	$19.30	20.1M	40k	1h 20m	170	2
3	Inkling	$1.04	1.1M	10k	27m	52	2
4	Inkling	$5.07	5.3M	18k	1h 13m	110	2
5	Inkling	$5.21	5.3M	32k	15m	124	2

Synthetic Music Diarization

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.2089	$6.22	6.4M	44k	35m	131	2
2	Inkling	0.0477	$6.40	6.6M	38k	28m	123	1
3	Inkling	0.0074	$12.08	12.5M	45k	59m	160	1
4	Inkling	0.0053	$5.67	5.8M	48k	1h 31m	99	2
5	Inkling	0.0012	$9.51	9.9M	36k	38m	170	1

Vision-only TORCS Racing Bot

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0559	$112.11	117.1M	218k	1h 53m	811	1
2	Inkling	0.0186	$4.32	4.4M	39k	1h 1m	122	1
3	Inkling	0.0129	$1.44	1.4M	20k	2h 0m	84	1
4	Inkling	0.0031	$5.44	5.4M	67k	1h 58m	120	2
5	Inkling	0.0025	$2.42	2.4M	30k	2h 1m	89	2

Verilog Simulator in Swift

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

#	Model	Reward	Cost	In tok	Out tok	Time	Steps	Submits
1	Inkling	0.0017	$19.93	20.8M	47k	1h 36m	283	1
2	Inkling	0.0000	$3.27	3.4M	20k	1h 3m	98	2
3	Inkling	0.0000	$13.36	13.9M	43k	1h 28m	227	1
4	Inkling	0.0000	$2.17	2.2M	13k	1h 11m	80	1
5	Inkling	0.0000	$9.64	10.0M	34k	1h 28m	169	2