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 | #Rank | Score | Source |
|---|---|---|---|
| Code Ranking | 20 | 89.0 | AA |
| General Ranking | 19 | 84.0 | AA |
| Science | 7 | 92.0 | AA |
Benchmark Scores (LLM Stats)
Agents
GDPval-AA
1164.00 / 3000SR
DeepSearchQA
74.8%SR
Terminal-Bench 2.0
59.0%SR
SWE-Bench Pro
52.4%SR
Biology
GPQA
89.5%SR
Code
LiveCodeBench Pro
0.80 / 3000SR
SWE-Bench Verified
77.4%SR
Communication
Tau2 Telecom
91.5%SR
General
MMMU-Pro
80.4%SR
SimpleVQA
0.71 / 100SR
Grounding
ScreenSpot Pro
84.1%SR
Healthcare
MedXpertQA
78.4%SR
HealthBench Hard
42.8%SR
Math
Humanity's Last Exam
58.4%SR
Multimodal
CharXiv-R
86.4%SR
ZEROBench
0.33 / 100SR
Physics
IPhO 2025
82.6%SR
Reasoning
ERQA
64.7%SR
ARC-AGI v2
42.5%SR
FrontierScience Research
38.3%SR
AA Evaluation Indices
Coding Index71.3
Intelligence Index50.6
Gpqa0.9
Terminalbench V2 10.8
Lcr0.6
Scicode0.6
Hle0.5
Tau Banking0.3
LLM Stats Category Scores
Legal100
Finance100
Agents100
General100
Reasoning73
Physics90
Biology90
Chemistry90
Communication90
Frontend Development80
Grounding80
Tool Calling80
Image To Text70
Multimodal70
Search70
Code70
Vision70
Math60
Spatial Reasoning60
Healthcare60
Science40
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.