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Comparison of o4-mini-high, Meta: Muse Spark Open, OpenAI: GPT-6 Luna
3 modelsUnknowno4-mini-highRemove ×metaMeta: Muse Spark OpenRemove ×openaiOpenAI: GPT-6 LunaRemove ×
What’s different200K context · 100K max output · Tool calling · Structured outputOpenRouter lists a 1,048,576-token context and up to 943,718 output tokens for this open-weight model aimed at agentic coding.Can turn reasoning off for high-volume requests; Chat Completions tool calls require reasoning_effort=none.
DateOct 16, 2026DiscoveredOct 15, 2026ReleasedSep 22, 2026Released
Listed rate$1.10 in / $4.40 out/ 1M tokensExperiential · all routes ↗Standard list rate$1.25 in / $4.25 out/ 1M tokensbaseten · via Hugging Face · all routes ↗$0.05 in / $0.25 out/ 1M tokensOpenAI · via OpenRouter · all routes ↗openai/flex · tier=flex · prompt ≤ 272000 tokens
Provider endpoints1 endpoint →9 endpoints →9 endpoints →
AA Intelligence ↗4.3.2Not reported38.87 ↗Effort: xhigh · XhighIndependent result38.12 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1Not reported1,279.37 ↗Effort: xhigh · XhighIndependent result1,334.66 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.1Not reported1,401.12 ↗Effort: xhigh · XhighIndependent result1,431.02 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported49.71% ↗Effort: xhigh · XhighIndependent result53.17% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗Not reported8.08% ↗Effort: xhigh · XhighHarness unreportedIndependent result12.63% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported58.45% ↗AA · Under reviewEffort: xhigh · XhighIndependent result54.63% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported43.88% ↗Effort: xhigh · XhighIndependent result38.51% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported18.6% ↗Effort: xhigh · XhighIndependent result22.8% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported14.86% ↗AA · Under reviewEffort: xhigh · XhighIndependent result19.43% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported24.65 ↗Effort: xhigh · XhighIndependent result0.65 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.1Not reported78.33% ↗Effort: xhigh · XhighIndependent result83.33% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported57.57% ↗Effort: max · single run · equal mean of 7 suitesIndependent result69.4% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported60.3% ↗Effort: max · single runIndependent result82.5% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported80.3% ↗Effort: max · single runIndependent result43.5% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported36% ↗Effort: max · single runIndependent result72% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported73.6% ↗Effort: max · single runIndependent result84.5% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported18.9% ↗Effort: max · single runIndependent result48.1% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported60.2% ↗Effort: max · single runIndependent result73.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported73.7% ↗Effort: max · single runIndependent result81.8% ↗Effort: max · single runIndependent result
Context window200K1M1.1M
Max output100K943.7K128K
Parameters———
Tool callingSupportedSupportedSupported
Structured outputSupportedSupportedSupported
Image inputNot reportedSupportedSupported
Audio inputNot reportedSupportedNot reported
Video inputNot reportedSupportedNot reported
ReasoningSupportedSupportedSupported
Prompt cachingNot reportedSupportedSupported
Open weightsNot reportedSupportedNot reported

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