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A · closed · Llama / Muse

Muse Spark 1.1

Meta

B · closed · Llama / Muse

Muse Spark 1.2

Meta

4:7

overall capability wins (2 ties across 13 scored). Muse Spark 1.2 leads overall.

  • Reasoning2:3
  • Coding2:1
  • Arena0:1
  • Tool use0:2
  • Composite indices0:2
  • Speed0:2

Verdict

Muse Spark 1.1 leads coding (widest gap: +6.5 on WebDev Elo); Muse Spark 1.2 edges reasoning & knowledge; Muse Spark 1.2 ranks higher on LMArena (+7 Elo).

  • Muse Spark 1.1 leads coding (widest gap: +6.5 on WebDev Elo)
  • Muse Spark 1.2 edges reasoning & knowledge
  • Muse Spark 1.2 ranks higher on LMArena (+7 Elo)

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Muse Spark 1.1
$2.31
Muse Spark 1.2
$2.31

Price per 1M tokens

Full comparison

Organization

Meta

Meta

Family

Llama / Muse

Llama / Muse

License

Proprietary

Proprietary

Open weights

No

No

Release

Jul 9, 2026

Aug 5, 2026

Knowledge cutoff

-

-

API / provider

Meta

Meta

Modalities

text, image, video, audio, pdf → text

text, image, video, audio, pdf → text

Specs

Context window

1.0M

1.0M

tie

Max output

131K

131K

tie

Parameters

—

—

—

Pricing

Input $/1M

$1.25

$1.25

tie

Output $/1M

$4.25

$4.25

tie

Blended $/1M (3∶1)

$2

$2

tie

Speed

tok/s

90

95

B +5.00

TTFT (s)

0.4

0.38

B +0.02

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

89.8

90.4

B +0.6 pts

Humanity's Last Exam

46.2

45.5

A +0.7 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

52.1

45.4

A +6.7 pts

AA-LCR v1.1

77.7

79.0

B +1.3 pts

CritPt

15.1

17.7

B +2.6 pts

MMMU-Pro

—

—

—

IFBench

—

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

77.9

80.1

B +2.2 pts

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

58.8

57.4

A +1.4 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

55.0

—

WebDev Arena

1,542

1,535

A +7 Elo

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,493

1,500

B +7 Elo

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.

Muse Spark 1.2

Context
1.0M / 131K out
Parameters
—
Price
$1.25 / $4.25
Speed
95 tok/s · 0.38s TTFT
Modalities
text, image, video, audio, pdf → text
License
Proprietary

Co-trained with Muse Code for higher first-attempt accuracy and more reliable tool calling — 1M context coding-focused upgrade; Meta Model API at $1.25/$4.25 (contributor tier $0.10/$0.20).

Benchmark charts

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

Reasoning & knowledge

GPQA: B +0.6HLE: A +0.7CritPt: B +2.6AA-LCR: B +1.3Omniscience Acc.: A +6.7

Coding

TermBench: B +2.2SciCode: A +1.4WebDev Elo: A +7

Tool use & function calling

Toolathlon V.: B +0.3τ³-Banking: B +3.0

Arena

Arena Elo: B +7

Composite indices

AA Index: B +12.5AA Index v4.3: B +5.5

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