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Muse Ember

Muse Ember is the smallest and most efficient model from Meta that’s designed for complex reasoning execution and the work agents repeat all day: tool calls, coding agent subtasks, routing,...

11/9/2026
1,048,576 tokens
Input: $0.11/M
Output: $0.55/M

Specifications

Modalities

Input
text
image
video
file
audio
Output
text

Supported Parameters

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

Max Output Tokens

943,718

Reasoning Configuration

Default
Thinking on (effort: max)
Selectable effort levels
max
xhigh
high
medium
low
minimal
Turning thinking off
Not possible (always thinks)

How to control thinking, and what it costs

Data policy

Prompt retention
May be retained
Training
Not used for training

Whether a provider trains on prompts is a declared value from our terms with them. Retention is determined from the upstream listing for every host this model can reach. Neither is guessed.

Available in the web chat only

Muse Ember can be used in FastMetal's web chat, billed per token from your prepaid balance like any other model. It is not available through the API or MCP: a request naming it is refused by the gateway (HTTP 403).

Open in chat

How Muse Ember actually answers

Real responses to our standard prompts, recorded on FastMetal.

Count the number of 'r's in 'strawberry'

Count the number of 'r's in 'strawberry'. Explain your reasoning step by step.

There are **3** 'r's in 'strawberry'. Step-by-step: 1. Write out the word letter by letter: s - t - r - a - w - b - e - r - r - y 2. Go through each position and check for 'r': * Position 1: s - no * Position 2: t - no * Position 3: **r - yes (1)** * Position 4: a - no * Position 5: w - no * Position 6: b - no * Position 7: e - no * Position 8: **r - yes (2)** * Position 9: **r - yes (3)** * Position 10: y - no 3. Add them up: 1 + 1 + 1 = 3
3.5s response

Debug This Error

I'm getting the following error in my Node.js application: TypeError: Cannot read properties of undefined (reading 'map') at UserList (/app/components/UserList.js:12:25) at renderWithHooks (/app/node_modules/rea…

This error means one specific thing: ```js users // is undefined, not an array users.map(...) // crashes because undefined has no .map method ``` `Array.prototype.map` only exists on arrays. Your component at line 12 is trying to call it on `undefined`. ### Why is `users` undefined? Almost always one of these 3: **1. Data hasn't loaded yet (most common)** You fetch users async, but render `UserList` immediately on first render. ```js const [users, setUsers] = useState(); // undefined initially ``` **2. The parent isn't passing the prop correctly** Wrong name, or not passing it at all: ```jsx <UserList user={users} /> // singular - won't work <UserList /> // no prop ``` **3. The API…
6.1s response

Code Review

Please review the following Python function and suggest improvements for readability, performance, and best practices: def get_data(url, retries=3): import requests import time for i in range(retries):…

Here's a review of that function, grouped by issue, plus a refactored version. ### 1. Correctness / Robustness Issues **a) Bare `except:`** ```python except: ``` This catches everything, including `KeyboardInterrupt`, `SystemExit`, and bugs in your parsing code. If `item["active"]` raises `KeyError`, it will be silently retried 3 times with sleeps, then return `[]`. Never use bare except. **b) Silent failure** Returning `[]` after all retries makes "API failed" indistinguishable from "API returned no active items". The caller can't log or handle it. Raise the last exception instead. **c) Retrying everything** You retry on 404/400 client errors, which will never succeed. You should only r…
11.3s response

Compare these answers side by side with other models →

Frequently asked questions

How much does the Muse Ember API cost?
On FastMetal, Muse Ember is billed per token: $0.11 per 1M input tokens and $0.55 per 1M output tokens on a US-dollar account, before tax. Usage is drawn from a prepaid balance; there is no subscription or monthly fee.
What is the context window of Muse Ember?
1,048,576 tokens, shared between the prompt and the response.
What do I need to try Muse Ember?
Create an account and add credit; the model is then available both in the browser chat and over the API. There is no contract or minimum spend.

Try Muse Ember right now

Muse Ember is available on FastMetal through one API key. Start in the browser, or call it from the OpenAI SDK.