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A · open · Llama / Muse

Code Llama 70B Instruct

Meta

B · closed · Llama / Muse

Muse Spark 1.3

Meta

0:1

overall capability wins (0 ties across 1 scored). Muse Spark 1.3 leads overall.

  • Pricing3:0
  • Specs0:1

Verdict

Muse Spark 1.3 offers ~64.0x larger context (1.0M vs 16K); Code Llama 70B Instruct ships open weights (Llama 2); Code Llama 70B Instruct is ~2.2x cheaper on a blended token basis than Muse Spark 1.3.

  • Muse Spark 1.3 offers ~64.0x larger context (1.0M vs 16K)
  • Code Llama 70B Instruct ships open weights (Llama 2)
  • Code Llama 70B Instruct is ~2.2x cheaper on a blended token basis than Muse Spark 1.3

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Code Llama 70B Instruct
$1.13
Muse Spark 1.3
$2.31

Code Llama 70B Instruct is about 2.1x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Meta

Meta

Family

Llama / Muse

Llama / Muse

License

Llama 2

Proprietary

Open weights

Yes

No

Release

Aug 24, 2023

Sep 2, 2026

Knowledge cutoff

-

-

API / provider

Together / Fireworks (ref.)

Meta

Modalities

text → text

text, image, video, pdf → text

Specs

Context window

16K

1.0M

B +1.0M

Max output

4K

-

—

Parameters

70B

—

—

Pricing

Input $/1M

$0.90

$1.25

A +$0.35

Output $/1M

$0.90

$4.25

A +$3.35

Blended $/1M (3∶1)

$0.90

$2

A +$1.10

Speed

tok/s

35

-

—

TTFT (s)

0.55

-

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

—

93.5

—

Humanity's Last Exam

—

48.7

—

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

—

43.6

—

AA-LCR v1.1

—

83.0

—

CritPt

—

24.9

—

MMMU-Pro

—

—

—

IFBench

—

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

—

85.8

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

40.7

—

—

SciCode

—

58.8

—

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

—

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,119

—

—

Code Llama 70B Instruct

Context
16K / 4K out
Parameters
70B
Price
$0.90 / $0.90
Speed
35 tok/s · 0.55s TTFT
Modalities
text → text
License
Llama 2

Meta's largest Code Llama instruct checkpoint — foundational open coding model before Llama 3 and modern code MoEs.

Muse Spark 1.3

Context
1.0M
Parameters
—
Price
$1.25 / $4.25
Speed
—
Modalities
text, image, video, pdf → text
License
Proprietary

Meta's Sept 2026 coding/agentic upgrade to Muse Spark — ~20% fewer tool calls and ~25% fewer tokens than 1.2 in internal comparisons, with longer-horizon multi-workflow persistence and more proactive clarifying questions. Same 1M context and $1.25/$4.25 Meta Model API pricing as 1.2 (contributor tier $0.10/$0.20). Open weights planned but not yet released; max reasoning mode pending further safety testing.

Benchmark charts

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

These two models have no overlapping published benchmarks in our dataset. Compare specs and pricing instead.

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