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Comparison of Meta: Muse Spark Open, Fireworks: Ember-1
2 modelsmetaMeta: Muse Spark OpenRemove ×fireworksFireworks: Ember-1Remove ×
What’s differentOpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.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%...
DateOct 15, 2026ReleasedSep 24, 2026Listed
Listed rate$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗$3.00 in / $15.00 out/ 1M tokensFireworks · via OpenRouter · all routes ↗fireworks
Provider endpoints8 endpoints →2 endpoints →
AA Intelligence ↗4.3.238.87 ↗Effort: xhigh · XhighIndependent resultNot reported
AA-Briefcase ↗1.11,279.25 ↗Effort: xhigh · XhighIndependent resultNot reported
GDPval-AA ↗2.11,401.12 ↗Effort: xhigh · XhighIndependent resultNot reported
AutomationBench-AA ↗AA Index 4.3.2 collection49.71% ↗Effort: xhigh · XhighIndependent resultNot reported
Terminal-Bench 4.0 · AA ↗8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent resultNot reported
SciCode ↗AA Index 4.3.2 collection58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent resultNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collection43.88% ↗Effort: xhigh · XhighIndependent resultNot reported
GDP.pdf ↗AA Index 4.3.2 collection18.6% ↗Effort: xhigh · XhighIndependent resultNot reported
CritPt ↗AA Index 4.3.2 collection14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent resultNot reported
AA-Omniscience ↗AA Index 4.3.2 collection24.65 ↗Effort: xhigh · XhighIndependent resultNot reported
AA-LCR ↗1.178.33% ↗Effort: xhigh · XhighIndependent resultNot reported
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)60.3% ↗Effort: max · single runIndependent resultNot reported
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)80.3% ↗Effort: max · single runIndependent resultNot reported
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)36% ↗Effort: max · single runIndependent resultNot reported
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.6% ↗Effort: max · single runIndependent resultNot reported
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)18.9% ↗Effort: max · single runIndependent resultNot reported
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)60.2% ↗Effort: max · single runIndependent resultNot reported
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)73.7% ↗Effort: max · single runIndependent resultNot reported
Context window1M1M
Max output943.7K943.7K
Parameters——
Tool callingSupportedSupported
Structured outputSupportedSupported
Image inputSupportedSupported
Audio inputSupportedNot reported
Video inputSupportedNot reported
ReasoningSupportedSupported
Prompt cachingSupportedSupported
Open weightsSupportedNot reported

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