Winner

GPT-6 Astra High

Engineering · October 13, 2026 · Difficulty: High

Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1GPT-6 Astra HighRank 2GPT-6 Sol HighRank 3GPT-6 Luna MediumRank 4Composer 2.5 DefaultRank 5Grok 4.7 HighRank 6Nemotron 3 Super 120B A12B N/A
Combined score90.0485.2584.4384.3683.5856.14
Judge
Judge score /10092.5086.0084.5085.0086.5054.50
Correctness /10988885
Coverage /10109910106
Evidence /10999886
Actionability /10998895
Time71.29 s23.58 s12.19 s22.36 s133.19 s9.98 s
Estimated USD$0.11172$0.01629$0.0007421$0.013069N/AN/A

Astra/Sol estimates use reviewed official standard API rates with cache ignored; other estimates use original frozen rates. Cost remains excluded from this battle score. These estimates are not Codex subscription charges or billed USD.

Judge score uses recorded rubric metrics; final rank uses the combined score.

Component points
Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1 GPT-6 Astra HighRank 2 GPT-6 Sol HighRank 3 GPT-6 Luna MediumRank 4 Composer 2.5 DefaultRank 5 Grok 4.7 HighRank 6 Nemotron 3 Super 120B A12B N/A
Quality points87.631681.473780.052680.526381.947451.6316
Test points000000
Speed points2.40543.77814.37453.83441.63464.5129
Cost points000000

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Advanced results and scoring details

engineering · 2026-10-13T02:06:36.262Z · Prospective evaluation. Equal transport and native system conditions are unverified.

Applied weights: quality 94.7368%, tests 0%, speed 5.2632%, cost 0%.

Cost was omitted for every configuration in this cohort. Active weights were normalized uniformly. Displayed scores are rounded; pairwise outcomes use exact recorded fractions. Reference costs are estimates, not billed charges. Missing components follow the recorded assessment.

Pairwise results

  • Grok 4.7 High vs GPT-6 Sol High: Second configuration wins
  • Grok 4.7 High vs GPT-6 Luna Medium: Second configuration wins
  • Grok 4.7 High vs Nemotron 3 Super 120B A12B N/A: First configuration wins
  • Grok 4.7 High vs GPT-6 Astra High: Second configuration wins
  • Grok 4.7 High vs Composer 2.5 Default: Second configuration wins
  • GPT-6 Sol High vs GPT-6 Luna Medium: First configuration wins
  • GPT-6 Sol High vs Nemotron 3 Super 120B A12B N/A: First configuration wins
  • GPT-6 Sol High vs GPT-6 Astra High: Second configuration wins
  • GPT-6 Sol High vs Composer 2.5 Default: First configuration wins
  • GPT-6 Luna Medium vs Nemotron 3 Super 120B A12B N/A: First configuration wins
  • GPT-6 Luna Medium vs GPT-6 Astra High: Second configuration wins
  • GPT-6 Luna Medium vs Composer 2.5 Default: First configuration wins
  • Nemotron 3 Super 120B A12B N/A vs GPT-6 Astra High: Second configuration wins
  • Nemotron 3 Super 120B A12B N/A vs Composer 2.5 Default: Second configuration wins
  • GPT-6 Astra High vs Composer 2.5 Default: First configuration wins