Meta: Muse Ember

File input Image input Audio input Video input Text input Text output
Author's Description

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,...

Key Specifications
Cost
$$$$
Context
1M
Released
Nov 09, 2026
Speed
★★★
Ability
★★★★
Reliability
★★★★★
Supported Parameters

This model supports the following parameters:

Tools Top P Temperature Response Format Tool Choice Include Reasoning Structured Outputs Reasoning Max Tokens
Features

This model supports the following features:

Structured Outputs Reasoning Tools Response Format
Performance Summary

Meta’s Muse Ember demonstrates impressive versatility, functioning as an efficient engine tailored for agentic workflows and complex execution. Across evaluations, the model typically performs in the top tier for speed while offering competitive pricing. It also exhibits exceptional reliability, posting a flawless 100% success rate with zero technical failures across all benchmarks. Performance across categories is consistently strong, with standout results in instruction following (87.0% accuracy, 91st percentile) and coding knowledge (95.0% accuracy, 86th percentile). Muse Ember also excels at multi-step reasoning, posting 96.0% accuracy in the 75th percentile with notably rapid execution. While mathematics remains a capable area at 93.0% accuracy (61st percentile), it represents the model’s relative weakness, requiring longer runtimes and higher processing costs compared to other tasks. Overall, Muse Ember's primary strengths are its elite instruction adherence, robust code generation, and rock-solid dependability. Paired with an expansive 1-million-token context window, it stands out as a cost-effective, high-performing solution for routing, tool invocation, and continuous agent-driven subtasks.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.1
Completion $0.5
Input Cache Read $0.004
Input Cache Write $0.125
Web Search $2500

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
Meta
Meta | meta/muse-ember-20261109 1M $0.1 / 1M tokens $0.5 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
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