GPT-6 Astra vs Muse Wonder Full
Harvey LAB-AA 1.1?
GPT-6 Astraat max8.6
Muse Wonder Full13.1
EBR Bench?
GPT-6 Astraat max76.2
Muse Wonder Full—
SpireClimb?
GPT-6 Astraat max25.7
Muse Wonder Full—
SpireClimb StS1 A20 Heart?
GPT-6 Astraat max16.7
Muse Wonder Full—
SpireClimb StS2 A10?
GPT-6 Astraat max34.7
Muse Wonder Full—
| Benchmark | GPT-6 Astra | Muse Wonder Full |
|---|---|---|
| AutomationBench-AA | 64.6 | 71.3 |
| GDPval-AA (work tasks) 2.1 | 1,498 | 1,857.1 |
| Terminal-Bench 4.0 | 49.5 | 57.1 |
| Terminal-Bench Science 0.1 | 63.3 · max | 37.1 |
| AA-Briefcase 1.1 · Elo | 1,460.4 | 1,729.3 |
| AA-LCR (long context) 1.1 | 79.7 | 83.7 |
| FrontierCode 1.1 | 47 · max | 44.9 |
| Harvey LAB-AA 1.1 | 8.6 · max | 13.1 |
| AutomationBench · Zapier run | 34.1 | — |
| τ³-Banking · AA | 35.5 | — |
| AA Analyst Agent | 51.3 · max | — |
| ITBench SRE | 48.6 · max | — |
| DeepSWE 1.1 | 72.8 | — |
| SWE-bench Pro (v2 full) | 96.9 · high | — |
| SWE-bench Pro (v2 hard) | 90.2 · high | — |
| EBR Bench | 76.2 · max | — |
| Furniture Assembly | 80 · max | — |
| SpireClimb | 25.7 · max | — |
| SpireClimb StS1 A20 Heart | 16.7 · max | — |
| SpireClimb StS2 A10 | 34.7 · max | — |
Specs
| Spec | GPT-6 Astra | Muse Wonder Full |
|---|---|---|
| Input, per 1M | $10 | — |
| Output, per 1M | $50 | — |
| Cost per task? | $1.54 | — |
| Speed, tok/s | 59 | — |
| Context | 1.05M | 1M |
| Weights | Closed | Closed |
| Released | Sep 2026 | Oct 2026 |
| See images | ✓ | ✓ |
| Read PDFs | Partial | ? |
| Hear audio | — | ✓ |
| Watch video | — | ✓ |
| Call tools | ✓ | ✓ |
| Force a tool call | Partial | ? |
| Return strict JSON | ✓ | ? |
| Search the web | ✓ | ? |
| Run code | ✓ | ? |
| Use a computer | ✓ | ? |
What breaks when you switch
GPT-6 Astra → Muse Wonder Full
Context: 1.05M → 1M
Only in Muse Code›
Muse Wonder Full requires a Muse Code subscription; max reasoning effort on the Model API Wonder model does not select Full.
Muse Wonder Full → GPT-6 Astra
Monitoring can return HTTP 403›
Misalignment monitoring can return HTTP 403 before streaming or errors after output; match misalignment_policy_violation and handle stream errors.
No none reasoning effort›
The none reasoning effort is unsupported on GPT-6 Astra and GPT-6.1 Sol; use low instead.
Remove unsupported sampling parameters›
When reasoning effort is not none, remove temperature, top_p and top_logprobs, plus Chat Completions logprobs or Responses output logprobs inclusion.