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#113

Muse Wonder

Meta Release: 2026-10-13 Tested on: 2026-10-13 00:12 meta/muse-wonder::max
~1T total (~50B active)MoEClosedEstimated
(max) (xhigh) (high) (medium) (low) (minimal)

Summary

Muse Wonder scores 7.9 on AI BENCHY and ranks #113. It has 9.0 reliability, a 75.4% pass rate, $4.766 total cost, and 44.39s average response time.

What makes Muse Wonder unique: It stands out most in Coding, where it ranks #1, while Trivia is its weakest area at #17.

Model facts

Researched on 2026-10-13

Estimated
Parameters
~1T total (~50B active)
Architecture
MoE
Availability
Closed
License
-

Best estimate from public evidence; the vendor did not disclose every value. Meta does not disclose parameter counts or dense-versus-MoE architecture for this exact checkpoint. The 1T total / 50B active MoE values are a provisional, low-confidence catalog estimate carried from the Muse Spark family; they are not vendor-reported or measured Muse Wonder specifications. Available through Meta Model API and OpenRouter with no official public weights or checkpoint license. Wonder Full is a separate subscription-only model, not the max effort of this API checkpoint. Supports minimal, low, medium, high, xhigh and max reasoning; none is explicitly unsupported. Meta keeps raw reasoning private; OpenRouter returns reasoning summaries and provider-reported reasoning-token usage.

Parameter source 1 Parameter source 2 Availability source

Score

7.9

Consistency

8.9

Reliability

9.0

Total Cost (Current Price)

$4.766

Total Output Tokens

219,635

Total Input Tokens

93,126

Input Price

$4.000 / 1M

Output Price

$20.000 / 1M

Cache Read Price

$0.200 / 1M

Cache Write Price

N/A

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Tests Correct

Wrong Tests: 7

Attempt pass rate: 75.4%

Flaky tests

3

Flaky tests had mixed outcomes across runs (at least one pass and one fail).

Response Time (avg)

44.39s

Response Time (max): 287.79s

Response Time (total): 1021.02s

API error: 4 Wrong answer: 2 Did not follow instructions: 1

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#113 Muse Wonder

max
Cost
$0.429
Time
207.0s
Tokens
21,515 tok

Charts

Choose the first model, then click a second model to open a side-by-side page.

Total Output Tokens

Score vs Total Output Tokens

Quick Compare

Muse WondermaxvsMiMo-V2.6-FlashmediumMuse WondermaxvsLing 3.1 FlashhighMuse WondermaxvsQwen3.8 2.4T A95BhighMuse WondermaxvsGrok 4.5mediumMuse WondermaxvsGemini 3.5 FlashmediumMuse WondermaxvsGLM 5.3highMuse WondermaxvsQwen3.7 MaxnoneMuse WondermaxvsStep 3.7 FlashmediumMuse WondermaxvsGPT-5.4 MinimediumMuse WondermaxvsGrok 4.6medium

Category Breakdown

Category Score Consistency Tests Correct
Agentic 3.0 10.0
Anti-AI Tricks 10.0 10.0
Coding 10.0 10.0
Combined 10.0 10.0
Data parsing and extraction 10.0 10.0
Domain specific 2.9 7.2
General Intelligence 10.0 10.0
Instructions following 7.5 6.1
Puzzle Solving 7.7 10.0
Tool Calling 10.0 10.0
Trivia 2.8 1.6

Compared models