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Comparison of Reflection: Beam 1.0 501B A23B, OpenAI: GPT-6 Luna
2 modelsreflectionReflection: Beam 1.0 501B A23BRemove ×openaiOpenAI: GPT-6 LunaRemove ×
What’s differentApache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.Can turn reasoning off for high-volume requests; Chat Completions tool calls require reasoning_effort=none.
DateOct 16, 2026ReleasedSep 22, 2026Released
Listed rate$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8$0.05 in / $0.25 out/ 1M tokensOpenAI · via OpenRouter · all routes ↗openai/flex · tier=flex · prompt ≤ 272000 tokens
Provider endpoints6 endpoints →9 endpoints →
AA Intelligence ↗4.3.230.33 ↗Effort not specifiedIndependent result38.12 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1976.2 ↗Effort not specifiedIndependent result1,334.66 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.11,177.08 ↗Effort not specifiedIndependent result1,431.02 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection48.46% ↗Effort not specifiedIndependent result53.17% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗3.03% ↗Effort not specifiedHarness unreportedIndependent result12.63% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection48.5% ↗AA · Under reviewEffort not specifiedIndependent result54.63% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection34.66% ↗Effort not specifiedIndependent result38.51% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collection11.6% ↗Effort not specifiedIndependent result22.8% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collection13.14% ↗AA · Under reviewEffort not specifiedIndependent result19.43% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection1.5 ↗Effort not specifiedIndependent result0.65 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.178% ↗Effort not specifiedIndependent result83.33% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)55.5% ↗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)67.9% ↗Effort: max · single runIndependent result82.5% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)72.8% ↗Effort: max · single runIndependent result43.5% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)0% ↗Effort: max · single runIndependent result72% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)83.9% ↗Effort: max · single runIndependent result84.5% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)17.3% ↗Effort: max · single runIndependent result48.1% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)66.4% ↗Effort: max · single runIndependent result73.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)80.2% ↗Effort: max · single runIndependent result81.8% ↗Effort: max · single runIndependent result
Context window1M1.1M
Max output943.7K128K
Parameters501B—
Tool callingSupportedSupported
Structured outputSupportedSupported
Image inputNot reportedSupported
ReasoningSupportedSupported
Prompt cachingSupportedSupported
Open weightsSupportedNot reported

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