Decision support

Muse Ember vs Particle-1

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Models Hardware

Muse Ember

Benchmark results

Arena WebDev
Arena rating · Higher is better
- Muse Ember
  1609
  Arena #36CI 1592 to 1625
- Particle-1
  Not reported
Runs and sources
Muse Ember
max160995% CI 1592 to 1625 · 1,337 votes
Particle-1
Not reported
Source:Arena WebDev leaderboard, 2026-11-10
Agent Arena
IPS score · Higher is better
- Muse Ember
  +0.017
  Arena #25CI -0.006 to +0.039
- Particle-1
  Not reported
Runs and sources
Muse Ember
max+0.01795% CI -0.006 to +0.039 · 186,844 observations
Particle-1
Not reported
Source:Agent Arena leaderboard, 2026-11-11

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date

November 9, 2026

October 28, 2026

Context window

Native context

—

Max output tokens

943,718

131,072

Knowledge cutoff

—

Open weights

Closed

Unknown

Parameter count

—

API pricing · USD per 1M tokens

Input

$0.10

$0.05

Output

$0.50

Cached input

$0.004

$0.003

Cache write

$0.125

—

Capabilities and modalities

Input modalities

text, image, video, file, audio

text, image

Output modalities

text

Tool calling

Supported

Reasoning option

Supported

Supported options

include_reasoning, max_tokens, reasoning, reasoning_effort, repetition_penalty, response_format, seed, structured_outputs, temperature, tool_choice, tools, top_k, top_p

frequency_penalty, include_reasoning, logprobs, max_tokens, min_p, presence_penalty, reasoning, reasoning_effort, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p

Capabilities

—

Architecture and availability

Architecture

—

Model families

—

Tokenizer

Other

Instruction format

—

License

—

Providers

Provider endpoints

Ollama variants

Metadata source

ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

Benchmark results

Arena WebDev

Agent Arena

Model specifications

API pricing · USD per 1M tokens

Capabilities and modalities

Architecture and availability