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A · open · Llama / Muse

Muse Glimmer

Meta

B · closed · Llama / Muse

Muse Spark 1.1

Meta

1:10

overall capability wins (0 ties across 11 scored). Muse Spark 1.1 leads overall.

  • Reasoning1:4
  • Coding0:3
  • Arena0:1
  • Tool use0:1
  • Composite indices0:2
  • Specs0:1

Verdict

Muse Spark 1.1 leads coding (widest gap: +181.8 on WebDev Elo); Muse Spark 1.1 ranks higher on LMArena (+65 Elo); Muse Spark 1.1 offers ~8.0x larger context (1.0M vs 131K).

  • Muse Spark 1.1 leads coding (widest gap: +181.8 on WebDev Elo)
  • Muse Spark 1.1 ranks higher on LMArena (+65 Elo)
  • Muse Spark 1.1 offers ~8.0x larger context (1.0M vs 131K)
  • Muse Glimmer ships open weights (Apache 2.0)

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Muse Glimmer
-
Muse Spark 1.1
$2.31

Price per 1M tokens

Full comparison

Organization

Meta

Meta

Family

Llama / Muse

Llama / Muse

License

Apache 2.0

Proprietary

Open weights

Yes

No

Release

Aug 10, 2026

Jul 9, 2026

Knowledge cutoff

2026-01-04

-

API / provider

No primary API price listed

Meta

Modalities

text, image → text

text, image, video, audio, pdf → text

Specs

Context window

131K

1.0M

B +918K

Max output

-

131K

—

Parameters

30B

—

—

Pricing

Input $/1M

—

$1.25

—

Output $/1M

—

$4.25

—

Blended $/1M (3∶1)

-

$2

—

Speed

tok/s

-

90

—

TTFT (s)

-

0.4

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

83.5

89.8

B +6.3 pts

Humanity's Last Exam

22.0

46.2

B +24.2 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

27.0

52.1

B +25.1 pts

AA-LCR v1.1

83.3

77.7

A +5.6 pts

CritPt

2.6

15.1

B +12.5 pts

MMMU-Pro

74.3

—

—

IFBench

—

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

76.0

—

—

SWE-bench Pro

51.2

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

51.7

77.9

B +26.2 pts

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

44.9

58.8

B +13.9 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,360

1,542

B +182 Elo

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,427

1,493

B +65 Elo

Muse Glimmer

Context
131K
Parameters
30B
Price
—
Speed
—
Modalities
text, image → text
License
Apache 2.0

Meta's first open-weight model from Superintelligence Labs — 30B dense multimodal agentic model distilled from Muse Spark; Apache 2.0 with 128k context, built to run local agents on a single consumer GPU.

Muse Spark 1.1

Context
1.0M / 131K out
Parameters
—
Price
$1.25 / $4.25
Speed
90 tok/s · 0.4s TTFT
Modalities
text, image, video, audio, pdf → text
License
Proprietary

Meta's first paid API model - agentic coding focus with MCP support and 1M context; no numeric scorecard retained until the report's exact model/protocol values are independently transcribed.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: B +6.3HLE: B +24.2CritPt: B +12.5AA-LCR: A +5.6Omniscience Acc.: B +25.1

Coding

TermBench: B +26.2SciCode: B +13.9WebDev Elo: B +182

Tool use & function calling

τ³-Banking: B +8.3

Arena

Arena Elo: B +65

Composite indices

AA Index: B +9.9AA Index v4.3: B +16.2

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