In short
How they differ.
Worked out from the figures below. Prices and specs are the makers' own, read Oct 20, 2026.
- GPT-6 Astra reads more at once: a context window of 1M tokens against 131K.
- Muse Glimmer can be downloaded and run on your own machine; GPT-6 Astra can't.
- No independent board we follow ranks both models yet.
Side by side
The specs.
| GPT-6 Astra | Muse Glimmer | |
|---|---|---|
| Made by | OpenAI · US | Meta · US |
| Released | Sep 3, 2026 | Aug 2026 |
| Price per 1M tokens | $10 in / $50 out | Free to download; hosts set prices |
| Context window | 1M | 131K |
| Takes in | text, image | text, image |
| Download and run it yourself | No | Yes (Apache 2.0) |
| Size | Not published | ~29.6B (dense; repo header says 30B) parameters |
| Maker says | “Our most capable model for the most demanding work.” | “Built to enable always-on, local agents, available on Hugging Face.” |
| Sources | Prices, Oct 20, 2026 · Description | Prices, Oct 20, 2026 · Description |
Independent tests
Where they place.
Position on each board we follow (1 is best). Epoch AI's and Vectara's scores are shown; the other boards are linked for their own figures.
| Board | GPT-6 Astra | Muse Glimmer |
|---|---|---|
| Epoch Capabilities IndexEpoch AI, Oct 20, 2026 | #2166.41 | Not listed |
| LMArena coding chatsLMArena, Oct 15, 2026 | #9 | Not listed |
| LMArena WebDevLMArena, Oct 19, 2026 | #2 | Not listed |
| LMArena documentsLMArena, Sep 13, 2026 | #16 | Not listed |
| LMArena Agent ArenaLMArena, Oct 19, 2026 | #2 | Not listed |
| Humanity's Last ExamScale AI | #1 | Not listed |
| SWE-Bench ProScale AI, Sep 22, 2026 | #5 | Not listed |
| Remote Labor IndexScale AI | #2 | Not listed |
| Vals IndexVals AI, Oct 19, 2026 | #5 | Not listed |
| Terminal-Bench 4.0Vals AI, Oct 19, 2026 | #3 | Not listed |
| Vibe Code BenchVals AI, Oct 18, 2026 | #7 | Not listed |
| ProofBenchVals AI, Oct 12, 2026 | #6 | Not listed |
| CUA-bench (games)Vals AI, Oct 13, 2026 | #1 | Not listed |
| Vectara hallucination testVectara, Oct 16, 2026 | #458.7% | Not listed |
More comparisons