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ReflectionModel

Beam 1.0 501B A23B

Beam 1.0 501B A23B is an instruction-tuned, open text model with a sparse mixture-of-experts architecture and 501B total parameters. It supports a 1M-token context window, reasoning, software engineering, and agentic tool use.

What it does

Use it to generate text and code, solve reasoning tasks, and power agentic workflows involving tools, browsing, or software engineering.

Availability
Model checkpoint available on Hugging Face
Pricing model
Apache 2.0 license
Deployment
Open model; BF16, FP8, and NVFP4 releases
Privacy
Not established
Licence
Apache 2.0
Capability
text generationcode generationanalysisagents
Modality
textcode
Access
open weights
Deployment
on-premises
Pricing
open-source
Target user
developerresearcherenterprise

Evidence

5 claims
  • The release includes the instruction-tuned model in BF16, FP8, and NVFP4 numerics. [1] [2]
    This release includes the instruction-tuned model in BF16, FP8, and NVFP4 numerics.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Beam takes text as input and generates text as output. [1] [2]
    Beam takes text as input and generates text as output.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • It supports a context window of 1M tokens. [1] [2] [3]
    It supports a context window of 1M tokens and was developed predominantly for English.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • It supports software engineering, agentic tool use, and reasoning tasks. [1]
    Beam models are designed to deliver strong performance for areas such as agentic tool use, coding and general reasoning with an emphasis on token efficient usage.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The model is licensed under Apache 2.0. [1] [2] [3]

Sources

3
1
Hugging FaceOwner-controlled
https://huggingface.co/reflection/Beam-1.0-501B-A23B Retrieved 2026-10-29 00:21 UTC
Verified
2
Hugging FaceReputable independent
https://huggingface.co/blog/reflection-beam Retrieved 2026-10-29 00:21 UTC
Verified

Versions

2
VersionEffectiveChangeChanged fieldsState
22026-10-21 10:23 UTCmaterial changedeployment, pricing, availability, pricing model, deploymentCurrent
12026-10-20 11:15 UTCpublicationNoneCurrent

In briefs

2

Open in the catalog

Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.