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Muse Spark 1.1

Muse Spark · Released 2026-07-09

Meta's multimodal reasoning model for agentic tasks, coding, computer use, and long-running workflows, with a 1M-token managed context window.

Agentic model for parallel tool use, computer operation, multimodal work, and repository-scale coding through Meta AI or the Meta Model API.

#15 of 168 on AA Index · current snapshot
53 AA Index · 10 benchmark rows · 2 sourcesPosition is benchmark-specific — not a cross-family or cross-source ranking.
Composite62
Context1M
Input / 1M$1.3
Output / 1M$4.3
Knowledge cutoffunpublished
Statussolid

Family profile

Best published score in each covered benchmark family.

77/100 avg
Reasoning
90
Coding
58
Agentic
78
Long context
81

4 tested benchmark families

Benchmark placements

Where Muse Spark 1.1 places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.

BenchmarkFamilyRankScoreSourceDate
AA-LCRLong context#3/ 17981Artificial Analysis2026-09-01
SciCodeCoding#4/ 18058Artificial Analysis2026-09-01
Vending-Bench 2Agentic#9/ 10Andon Labs Vending-Bench 22026-08-04
Humanity's Last ExamReasoning#11/ 18046Artificial Analysis2026-09-01
Artificial Analysis Intelligence IndexReasoning#23/ 18753Artificial Analysis2026-09-01
Terminal-BenchAgentic#31/ 18478Artificial Analysis2026-09-01
τ³-Bench BankingAgentic#34/ 10632Artificial Analysis2026-09-01
GPQA DiamondReasoning#45/ 18590Artificial Analysis2026-09-01
AA time to first tokenPerformance#177/ 186Artificial Analysis2026-09-01
AA output speedPerformance#178/ 187Artificial Analysis2026-09-01
Family context

The three highest-scoring models with pages in each capability family. Where Muse Spark 1.1 shows up, it's highlighted.

ReasoningMuse Spark 1.1 · 90
  1. 1
    Claude Mythos Preview
    95
  2. 2
    Gemini 3.7 Flash
    95
  3. 3
    Grok 4.6
    95
CodingMuse Spark 1.1 · 58
  1. 1
    GPT 5.5
    96
  2. 2
    Claude Opus 4.8
    96
  3. 3
    Claude Opus 4.6
    96
AgenticMuse Spark 1.1 · 78
  1. 1
    GPT 5.5
    100
  2. 2
    Claude Opus 4.8
    100
  3. 3
    Claude Fable 5
    100
Long contextMuse Spark 1.1 · 81
  1. 1
    Muse Spark 1.2
    83
  2. 2
    Kimi K3
    83
  3. 3
    Gemini 3.5 Flash
    81
Newest receipts

Benchmark rows added to the public ledger for Muse Spark 1.1 in the last 120 days. Older rows live in the full table below.

10 recent
BenchmarkFamilyScoreSourceDays ago
AA-LCRLong context81.33%Artificial Analysis5
AA output speedPerformance0 t/sArtificial Analysis5
AA time to first tokenPerformance0.00sArtificial Analysis5
Artificial Analysis Intelligence IndexReasoning53.2%Artificial Analysis5
GPQA DiamondReasoning89.8%Artificial Analysis5
Humanity's Last ExamReasoning46.2%Artificial Analysis5
SciCodeCoding58.2%Artificial Analysis5
τ³-Bench BankingAgentic31.75%Artificial Analysis5
Terminal-BenchAgentic77.9%Artificial Analysis5
Vending-Bench 2Agentic6520.47Andon Labs Vending-Bench 233
Family coverage

A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.

Reasoning90
Coding58
Agentic78
Long context81
Price vs. performance
0255075100$0.10$0.30$1$3$10$30input USD / 1M tokens · log scale →← intelligence

Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.

AnthropicOpenAIMistralAlibabaDeepSeekGoogleMoonshotMetaMiniMaxxAIZhipuXiaomiOtherMeituanCohereNVIDIA

Full benchmark ledger

Every catalog benchmark for Muse Spark 1.1. Scores link to the original source; gaps mean no public row exists yet.

10 sourced rows

10 of 37 catalog benchmarks have a sourced row for Muse Spark 1.1.

Reasoning

Coding

Agentic

Long context

Performance

Sources