GPT-6 Luna

reasoning effort max · Last Updated 2026-10-31

openai/gpt-6-luna

Task results

Task results for GPT-6 Luna
Task	Hardware	Agent	Provider							Trajectory
agentic-search	CPU	Codex (v0.164.0)	OpenRouter	1.0	2h 0min	69,569,763	295,470	69,124,471	$1.41	Trace →
agentic-search-vectorless	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 10min	36,321,762	229,594	36,019,370	$0.60	Trace →
biomedical-graph-retrieval	CPU	Codex (v0.164.0)	OpenRouter	10.0	44min	11,377,906	177,295	11,146,275	$0.23	Trace →
budgeted-bimetric-retrieval	CPU	Codex (v0.164.0)	OpenRouter	18.2	36min	7,577,611	101,573	7,437,861	$0.14	Trace →
code-context-retrieval	CPU	Codex (v0.164.0)	OpenRouter	16.7	1h 35min	51,839,738	353,680	51,348,852	$1.23	Trace →
evolving-personal-memory	CPU	Codex (v0.164.0)	OpenRouter	32.8	45min	15,087,765	191,631	14,836,036	$0.28	Trace →
filtered-ann-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	55min	9,514,295	160,940	9,317,119	$0.20	Trace →
financial-report-qa	CPU	Codex (v0.164.0)	OpenRouter	10.6	54min	14,524,405	171,722	14,286,415	$0.26	Trace →
icsi-meeting-memory	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 37min	43,594,608	306,495	43,104,028	$1.06	Trace →
incremental-vector-search	CPU	Codex (v0.164.0)	OpenRouter	0.0	2h 0min	52,081,738	211,774	51,787,046	$0.76	Trace →
join-aware-table-retrieval	CPU	Codex (v0.164.0)	OpenRouter	40.0	37min	10,151,616	150,772	9,922,632	$0.20	Trace →
large-scale-formula-retrieval	CPU	Codex (v0.164.0)	OpenRouter	16.7	2h 0min	13,206,754	180,318	12,987,387	$0.25	Trace →
long-document-reranking	CPU	Codex (v0.164.0)	OpenRouter	33.0	1h 32min	23,608,663	197,538	23,336,756	$0.37	Trace →
long-pdf-evidence	CPU	Codex (v0.164.0)	OpenRouter	33.3	1h 22min	25,919,795	273,195	25,580,157	$0.59	Trace →
long-pdf-evidence-vectorless	CPU	Codex (v0.164.0)	OpenRouter	8.3	1h 9min	24,541,032	246,671	24,138,950	$0.59	Trace →
memory-constrained-dense-retrieval	CPU	Codex (v0.164.0)	OpenRouter	83.0	40min	15,760,687	216,783	15,493,549	$0.30	Trace →
narrative-clue-search	CPU	Codex (v0.164.0)	OpenRouter	6.2	2h 0min	39,224,828	321,145	38,358,508	$1.05	Trace →
negative-constraint-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	40min	11,078,228	166,738	10,864,413	$0.22	Trace →
paper-metadata-retrieval	CPU	Codex (v0.164.0)	OpenRouter	0.0	1h 4min	20,783,784	218,731	20,507,870	$0.37	Trace →
reasoning-query-rewriting	CPU	Codex (v0.164.0)	OpenRouter	30.0	2h 0min	19,348,336	188,140	19,050,943	$0.32	Trace →
rust-bm25-search	CPU	Codex (v0.164.0)	OpenRouter	24.1	33min	7,251,291	128,589	7,018,201	$0.16	Trace →
scientific-paper-qa	CPU	Codex (v0.164.0)	OpenRouter	20.0	2h 0min	58,004,541	237,577	57,333,274	$1.13	Trace →
sparse-retrieval-pruning	CPU	Codex (v0.164.0)	OpenRouter	0.0	49min	14,483,338	177,938	14,255,623	$0.26	Trace →
visual-document-qa	CPU	Codex (v0.164.0)	OpenRouter	17.8	48min	17,102,874	189,670	16,725,088	$0.31	Trace →
budgeted-candidate-reranking	GPU	Codex (v0.164.0)	OpenRouter	7.3	36min	10,478,347	85,487	10,312,377	$0.17	Trace →
chunqiu-temporal-retrieval	GPU	Codex (v0.164.0)	OpenRouter	1.7	49min	13,553,651	184,124	13,278,544	$0.28	Trace →
code-embedding-finetuning	GPU	Codex (v0.164.0)	OpenRouter	5.0	2h 47min	19,197,198	103,161	18,996,060	$0.27	Trace →
code-reranker-finetuning	GPU	Codex (v0.164.0)	OpenRouter	40.9	3h 7min	13,884,690	91,089	13,725,215	$0.20	Trace →
composed-image-search	GPU	Codex (v0.164.0)	OpenRouter	36.3	49min	6,697,157	142,581	6,469,145	$0.16	Trace →
constrained-molecular-search	GPU	Codex (v0.164.0)	OpenRouter	15.5	2h 40min	55,719,386	200,567	55,410,774	$0.98	Trace →
decision-model-training	GPU	Codex (v0.164.0)	OpenRouter	38.3	3h 31min	21,749,702	165,556	21,531,216	$0.33	Trace →
document-page-search	GPU	Codex (v0.164.0)	OpenRouter	7.0	1h 3min	16,534,852	134,622	16,319,010	$0.26	Trace →
instruction-following-embedding	GPU	Codex (v0.164.0)	OpenRouter	0.0	50min	11,116,341	93,217	10,966,393	$0.18	Trace →
khmer-embedding-training	GPU	Codex (v0.164.0)	OpenRouter	14.6	1h 20min	9,512,541	119,096	9,343,679	$0.17	Trace →
layout-page-search	GPU	Codex (v0.164.0)	OpenRouter	18.8	1h 4min	14,568,292	104,329	14,393,597	$0.22	Trace →
legal-stance-retrieval	GPU	Codex (v0.164.0)	OpenRouter	9.9	32min	5,445,518	102,185	5,307,722	$0.12	Trace →
lightweight-query-retrieval	GPU	Codex (v0.164.0)	OpenRouter	0.0	3h 18min	129,909,430	487,875	129,306,297	$2.77	Trace →
methodology-inspiration-retrieval	GPU	Codex (v0.164.0)	OpenRouter	3.4	45min	13,552,387	145,519	13,357,183	$0.23	Trace →
multilingual-vector-postprocessing	GPU	Codex (v0.164.0)	OpenRouter	26.4	1h 4min	16,088,069	142,560	15,888,705	$0.26	Trace →
protein-text-bidirectional-retrieval	GPU	Codex (v0.164.0)	OpenRouter	16.7	56min	9,773,361	76,697	9,618,692	$0.15	Trace →
quantity-aware-retrieval	GPU	Codex (v0.164.0)	OpenRouter	0.0	45min	12,673,530	136,920	12,491,690	$0.22	Trace →
query-encoder-alignment	GPU	Codex (v0.164.0)	OpenRouter	28.9	46min	11,669,767	143,052	11,453,733	$0.21	Trace →
same-place-image-search	GPU	Codex (v0.164.0)	OpenRouter	57.6	1h 2min	9,296,237	113,042	9,131,007	$0.17	Trace →
sketch-text-search	GPU	Codex (v0.164.0)	OpenRouter	3.5	1h 24min	21,040,279	157,333	20,783,360	$0.32	Trace →
spoken-query-search	GPU	Codex (v0.164.0)	OpenRouter	13.8	2h 0min	18,913,018	190,681	18,426,150	$0.34	Trace →
training-error-tracing	GPU	Codex (v0.164.0)	OpenRouter	0.0	24min	7,523,401	93,179	7,356,046	$0.14	Trace →
video-moment-search	GPU	Codex (v0.164.0)	OpenRouter	22.8	24min	3,774,714	108,385	3,622,157	$0.11	Trace →

47 selected evaluations · valid zero scores included

Score: task reward × 100. Tokens: coding usage; cached tokens are included in input.

Cost is estimated from recorded agent tokens at official API rates in USD (2026-11-01; DeepSeek off-peak pricing).