Models Model details

Reflection

Reflection: Beam 1.0 501B A23B

reflection/beam-1.0-501b-a23b

Beam 1.0 is Reflection's open-weight reasoning model for coding and long-horizon agentic workflows. It uses a sparse mixture-of-experts architecture with 501B total and 23B active parameters per token, and a 1M-token context window. Beam targets software engineering, multi-step tool use, and mathematical and scientific reasoning, with an emphasis on token efficiency. It takes text input and produces text output, supports configurable reasoning effort, function calling and structured outputs, and is released under Apache 2.0.

Input
$1

/ 1M tokens

Output
$3

/ 1M tokens

Context window
1.05M

tokens

Limits

Context

1,048,576

tokens

Max output

943,718

90% of the context window

Parameters

501,267,612,352

Model facts

Author

Reflection

Tokenizer

Other

Modality

Text -> Text

License

Apache-2.0

Knowledge cutoff

2026-06-30

Created

Oct 16, 2026

Hugging Face

reflection/Beam-1.0-501B-A23B

Reasoning

RequiredDefault MaxMaxXhighHighMediumLow

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pPresence penaltyReasoningReasoning effortRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p