Evidence record

KernelGen 1P

Astra card snapshot, September 2026 · GPT-6 Astra · 2026-09-03

Correction or update linkedTranscribed KernelGen Figure 85; the previous missing-result entry was a tracker omission, not an absent published score.

Reported result · numeric

66.72%

Mean kernel optimization reward · percent

lab reported · extraction review: agent checked

Source and extraction

Published 2026-09-03

Evaluation setup

aggregate methodMean rubric reward
hardwareOpenAI first-party hardware; exact hardware not disclosed
tool accessKernel development environment, benchmark harness, reference materials, performance and correctness tests
comparability caveatsPer-model output-token budgets for the appendix bars are not printed. Figure 53 plots separate budget-dependent results.

Not reported: split, task count, task snapshot, attempts per task, run count, selection rule, token budget, wall clock budget, training budget, inference budget, monetary cost, internet access, filtering, scaffold, evaluator version, human intervention, task exclusions, contamination concerns.

Comparability

Not compared with other results.

Limitations

  • Per-model output-token budgets for the appendix bars are not printed. Figure 53 plots separate budget-dependent results.
  • Internal suite; no cross-lab percentage comparison.
  • Not a demonstration of recursive improvement.