Reasoning
No current rating
Mathematical and scientific problem solving.
Awaiting a qualified category score
Model profile / Meta
Meta Muse Spark predecessor to Muse Spark 1.1 with a 262K context window; list API pricing not published on checked sources.
Four areas of evidence
Mathematical and scientific problem solving.
Software engineering and programming.
Factual reliability and instruction following.
Score includes qualified prediction of missing evidence.
Tool use, workflows and professional tasks.
Current index snapshot · 2026-09-16. Each category uses its own scale; scores across categories are not directly comparable. Evidence counts describe the retained Capabilities inputs; a family can contain several tasks or configurations. A point lead does not establish superiority.
Performance in context
Muse Spark is highlighted wherever a compatible measurement is available.
Muse Spark: First-party page did not expose a verifiable checkpoint-specific token price; no AA/provider-median substitute
Lumina Capabilities Index
The current Capabilities cohort, with this model highlighted.
Chart loads as you explore
Muse Spark: No exact base-profile release and documented 10K output measurement; other effort/protocol/alias records not substituted
Lumina Capabilities Index
The current Capabilities cohort, with this model highlighted.
Chart loads as you explore
Explore the detail
Score uses the admitted direct native evidence under the selected method.
Score includes qualified prediction of missing evidence.
| Benchmark | Result | Published configuration | Source |
|---|---|---|---|
| Artificial Analysis Agentic Index2026 | 28.69 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21source-checked · reference-only |
| Artificial Analysis Agentic Index2026 | 28.69 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27source-checked · reference-only |
| Artificial Analysis Agentic Index2026 | 28.69 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01source-checked · reference-only |
| Artificial Analysis Coding Index2026 | 58.62 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21source-checked · reference-only |
| Artificial Analysis Coding Index2026 | 58.62 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27source-checked · reference-only |
| Artificial Analysis Coding Index2026 | 58.62 index | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01source-checked · reference-only |
| IFBench2026 | 75.9% | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21source-checked · reference-only |
| IFBench2026 | 75.9% | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27source-checked · reference-only |
| IFBench2026 | 75.9% | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01source-checked · reference-only |
| MMMU-Pro2026 | 80.5% | Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.Source-native system | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21source-checked · reference-only |
No specialist task observations retained for this model.