Internal Research Debugging Evaluation
Can the model complete substantial programming work under this benchmark's agent setup?
Top rankings
One row per model, using its best reported score across effort settings.
| Rank | Model | Best score | Best reported setting |
|---|---|---|---|
| 1 | GPT-6 AstraOpenAI | 78.05% | Reported configurationOpenAI report1 value · 1 reportSep 3, 2026 · source |
Effort curve
Every sourced cost-linked effort value for this exact version. Lines connect complete sweeps only.
Definition and comparison boundaryinternal methodology
Can the model complete substantial programming work under this benchmark's agent setup?
Software implementation, debugging, or repository work under the published evaluation protocol. Higher is better. Percentage of internal research-debugging tasks solved under OpenAI's evaluation.
This is a publisher-defined internal evaluation. The task set or grading details are not fully public, so treat it as directional evidence.
OpenAI reports GPT-6 Astra at 78.05% on 41 real bugs from internal research experiments plus six alignment-auditing tasks; the system card says the score remains below OpenAI's indicative High-capability threshold.
Method / source