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Muse Spark 1.1 (xhigh)

Meta

Description

Muse Spark is the first model in the Muse family developed by Meta Superintelligence Labs. It is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration. It features a Contemplating mode that orchestrates multiple agents reasoning in parallel. It demonstrates competitive performance in multimodal perception, reasoning, health, and agentic tasks, with Contemplating mode achieving 58% on Humanity's Last Exam and 38% on FrontierScience Research.

Release Date
2026-07-09
Parameters
Context Length
1.0M
Modalities
image, pdf, text, video

Capability Radar

49
general
69
coding
90
reasoning
70
scienceest.
80
agents
70
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Code Ranking20
89.0
AA
General Ranking19
84.0
AA
Science7
92.0
AA

Benchmark Scores (LLM Stats)

Agents

GDPval-AA1164.00 / 3000SR
DeepSearchQA74.8%SR
Terminal-Bench 2.059.0%SR
SWE-Bench Pro52.4%SR

Biology

GPQA89.5%SR

Code

LiveCodeBench Pro0.80 / 3000SR
SWE-Bench Verified77.4%SR

Communication

Tau2 Telecom91.5%SR

General

MMMU-Pro80.4%SR
SimpleVQA0.71 / 100SR

Grounding

ScreenSpot Pro84.1%SR

Healthcare

MedXpertQA78.4%SR
HealthBench Hard42.8%SR

Math

Humanity's Last Exam58.4%SR

Multimodal

CharXiv-R86.4%SR
ZEROBench0.33 / 100SR

Physics

IPhO 202582.6%SR

Reasoning

ERQA64.7%SR
ARC-AGI v242.5%SR
FrontierScience Research38.3%SR

AA Evaluation Indices

Coding Index
71.3
Intelligence Index
50.6
Gpqa
0.9
Terminalbench V2 1
0.8
Lcr
0.6
Scicode
0.6
Hle
0.5
Tau Banking
0.3

LLM Stats Category Scores

Legal
100
Finance
100
Agents
100
General
100
Reasoning
73
Physics
90
Biology
90
Chemistry
90
Communication
90
Frontend Development
80
Grounding
80
Tool Calling
80
Image To Text
70
Multimodal
70
Search
70
Code
70
Vision
70
Math
60
Spatial Reasoning
60
Healthcare
60
Science
40

Pricing

Input Price$1.25 / 1M tokens
Output Price$4.25 / 1M tokens
Blended Price (3:1)$2 / 1M tokens
Cache Read Price$0.15 / 1M tokens

Speed

Tokens/sec135.6
Time to First Token0.78s
Time to Answer15.52s

Provider Price Ranking

Provider Price Ranking

3 providers

Cheapest: MetaMost Expensive: EmpirioLabs AI
ProviderInputOutput
1MetaPRIMARY
$1.25
$4.25
2Vercel AI Gateway
$1.25
$4.25
3EmpirioLabs AI
$1.25
$4.25

Compare pricing across different API providers for this model.

External Sources