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Gemini 3.8 Flash vs Muse Wonder Full

Gemini 3.8 Flash and Muse Wonder Full are closely matched at 49.2 and 52.1 on the LLM Stats Score.

Google · Meta · Updated for 2026

Which is better?

Gemini 3.8 Flash and Muse Wonder Full are closely matched on the overall LLM Stats Score at 49.2 and 52.1.

In the 3 individual benchmarks reported for both models, Gemini 3.8 Flash wins 2; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Gemini 3.8 Flash

  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results

Choose Muse Wonder Full

  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
49.2
#23
52.1
#13
46.2
#30
38.4
#71
35.4
#28
41.5
#8
33.9
#27
38.5
#8
Cost, coverage & limits
Benchmark wins
2 of 3
1 of 3
Input price
$0.75 / M
— / M
Output price
$3.75 / M
— / M
Context window
1,048,576
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Gemini 3.8 Flash
Muse Wonder Full
33.3#20
31.7#28
34.3#15
31.8#25
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

13 reported for Gemini 3.8 Flash · 16 for Muse Wonder Full

3 shared

Gemini 3.8 Flash outperforms in 2 benchmarks (GDP.pdf, Vals Finance Agent v2), while Muse Wonder Full is better at 1 benchmark (DeepSWE 1.1).

Gemini 3.8 Flash shows notably better performance in the majority of benchmarks.

Wed Oct 14 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Gemini 3.8 Flash specifies input context (1,048,576 tokens). Only Gemini 3.8 Flash specifies output context (65,536 tokens).

Google
Gemini 3.8 Flash
Input1,048,576 tokens
Output65,536 tokens
Meta
Muse Wonder Full
Input- tokens
Output- tokens
Wed Oct 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Gemini 3.8 Flash and Muse Wonder Full support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Gemini 3.8 Flash

Text
Images
Audio
Video

Muse Wonder Full

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Gemini 3.8 Flash

Proprietary

Closed source

Muse Wonder Full

Proprietary

Closed source

Release Timeline

When each model was launched

Gemini 3.8 Flash was released on 2026-09-02, while Muse Wonder Full was released on 2026-10-12.

Muse Wonder Full is 1 month newer than Gemini 3.8 Flash.

Gemini 3.8 Flash

Sep 2, 2026

1 months ago

Muse Wonder Full

Oct 12, 2026

-1 days ago

1mo newer

Knowledge Cutoff

When training data ends

Gemini 3.8 Flash has a documented knowledge cutoff of 2026-03-31, while Muse Wonder Full's cutoff date is not specified.

We can confirm Gemini 3.8 Flash's training data extends to 2026-03-31, but cannot make a direct comparison without Muse Wonder Full's cutoff date.

Gemini 3.8 Flash

Mar 2026

Muse Wonder Full

—

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Gemini 3.8 Flash and Muse Wonder Full side-by-side, then vote on the output you prefer.

Gemini 3.8 Flash
✓ Preferred
Muse Wonder Full
Open in Playground

FAQ

Common questions about Gemini 3.8 Flash vs Muse Wonder Full.

Which is better, Gemini 3.8 Flash or Muse Wonder Full?

Gemini 3.8 Flash and Muse Wonder Full are closely matched on the LLM Stats Score at 49.2 and 52.1. Gemini 3.8 Flash is made by Google and Muse Wonder Full is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Gemini 3.8 Flash compare to Muse Wonder Full in benchmarks?

Gemini 3.8 Flash scores Terminal-Bench 2.1: 89.4%, LVBench: 87.1%, CharXiv-R: 86.2%, LABBench2: 86.2%, DeepSWE 1.1: 73.7%. Muse Wonder Full scores MemoryBench: 85.5%, DeepSWE 1.1: 79.0%, OSWorld 2.1 (partial): 78.4%, JobBench: 75.3%, HealthBench Professional: 62.3%.

What are the context window sizes for Gemini 3.8 Flash and Muse Wonder Full?

Gemini 3.8 Flash supports 1.0M tokens and Muse Wonder Full supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Gemini 3.8 Flash and Muse Wonder Full?

Key differences include LLM Stats Score (49.2 vs 52.1). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 3.8 Flash and Muse Wonder Full?

Gemini 3.8 Flash is developed by Google and Muse Wonder Full is developed by Meta.