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Muse Spark Open

Meta · 2026-10-15

Meta's open-weights, natively multimodal mixture-of-experts model for coding and agentic work, released under the Muse Model License with limited commercial terms; it takes text, image, video and audio input with text output, serves a 1,048,576-token context in Meta's vLLM recipe, and supports low, medium, high and xhigh reasoning strength, with xhigh the default. The model card reports 816B total and approximately 42B active parameters (256 experts, 8 routed per token) plus a 1.8B-parameter perception encoder. The official config and safetensors index at revision 0fb02478b02565b2ce7fc57e6051c91172774ac9 are gated, and Hugging Face's raw 822,036,529,664-element tensor count (including F32 tensors) does not establish a logical total, so total_parameters is left undeclared.

Benchmark scores

BenchmarkScore
AA-Briefcase v1.1 Elo1279
AA-LCR v1.178.3
AA-Omniscience Index24.6
Agent Red Teaming k=100 (CAIS)48.8
ALE-Bench1830
APEX (Mercor)20.9
APEX-Agents 1.148.7
APEX-Agents 1.1 Pass@133.4
APEX-SWE49.1
APEX-v1-extended73.9
ARC-AGI-1 Semi-Private89.0
ARC-AGI-257.5
Artificial Analysis Coding Agent Index v1.541.2
Artificial Analysis Intelligence Index v4.3.238.9
Artificial Analysis Omniscience Accuracy39.3
Artificial Analysis Omniscience Hallucination Rate24.1
Artificial Analysis Openness Index27.8
AutomationBench-AA 1.0.649.7
BabyVision with tools80.2
BioTIER Refusal96.0
BuseyBench SVG3.9
Capability158.6
Code Migration21.2
Code Migration - CLI10.4
Code Migration - COBOL53.6
Code Migration — Code Quality2.5
Code Migration (Vals Index v2 subset)21.2
Code Migration v1.126.9
Code Migration v1.1 - CLI15.0
Code Migration v1.1 - COBOL62.5
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