Models Model details

Fireworks

Fireworks: Ember-1

fireworks/ember-1

Ember-1 is a specialized reasoning model from Fireworks Research, built on Kimi K3. It is designed to make every token go further: it produces shorter reasoning traces, using roughly 40% fewer tokens than the base model while maintaining comparable quality across Fireworks' evaluations. It is suited for coding, knowledge work, and agentic workflows where reasoning cost and latency matter.

Input
$3

/ 1M tokens

Output
$15

/ 1M tokens

Context window
1.05M

tokens

Limits

Context

1,048,576

tokens

Max output

943,718

90% of the context window

Model facts

Author

Fireworks

Tokenizer

Other

Modality

Text + Image -> Text

Created

Sep 24, 2026

Reasoning

Default MaxMaxHighLowNone

Publication status

Hugging Face: not mappedLicense: not publishedParameter count: not published

Modalities

Input · TextInput · ImageOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensPresence penaltyReasoningReasoning effortRepetition penaltyResponse formatStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p