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Beam 1.0

Reflection AIOpen WeightApache 2.0 · Commercial OK

Description

Beam 1.0 is Reflection AI's first open-weight model: a sparse Mixture-of-Experts reasoning model with 501.3B total parameters and 23.4B active per token (52 layers: 3 dense + 49 MoE; 256 experts; gated GQA with sliding-window attention; 152K vocabulary), pretrained on 23.8T tokens and post-trained with large-scale asynchronous RL. It targets coding, long-horizon agentic work, and tool use, with a 1M-token context window, up to 128K output tokens on the Reflection API, text-only input/output, and mandatory reasoning with low/medium/high/xhigh/max effort levels. Released under Apache 2.0 in BF16, FP8, and NVFP4 with a DFlash speculative-decoding drafter; available on Hugging Face, the Reflection API (Beam-1.0-501B-A23B), OpenRouter, and other partners.

Release Date
2026-10-16
Parameters
501.3B
Context Length
1.0M
Modalities
text

Capability Radar

1
general
70
coding
50
reasoning
60
scienceest.
60
agents
0
multimodal

Science is estimated from LLM Stats science scores or reasoning when no dedicated science benchmarks are available.

Rankings

Domain#RankScoreSource
Agentic Capability19
62.0
LS

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

AutomationBench39.3%SR
Tau3 Banking36.1%SR

Code

DeepSWE 1.143.3%SR
SWE Atlas - Codebase QnA31.8%SR

Instruction Following

IFBench79.6%SR

Knowledge

AA-Omniscience Index10.80 / 200SR

Long Context

LongBench v267.5%SR

Math

AIME 202697.7%SR

Reasoning

GPQANYU + Cohere + Anthropic (2023)90.6%SR
LiveCodeBench88.3%SR
SWE-Bench Verified81.6%SR
MCP Atlas80.8%SR
Terminal-Bench 2.180.1%SR
SWE-bench Multilingual78.3%SR
AA-LCR78.2%SR
BrowseCompOpenAI (2025)76.8%SR
SWE-Bench ProPrinceton NLP (2024)66.1%SR
Humanity's Last Exam (with tools)51.1%SR
SciCode49.2%SR
Humanity's Last Exam36.0%SR
CritPT16.3%SR

Search

DeepSearchQA80.5%SR

AA Evaluation Indices

(Artificial Analysis)

No AA evaluation data available

LLM Stats Category Scores

(LLM Stats (zeroeval))
Knowledge
11
Science
11
Reasoning
1
General
1
Instruction Following
80
Search
80
Frontend Development
80
Long Context
70
Physics
70
Structured Output
70
Biology
70
Chemistry
70
Code
70
Agents
60
Tool Calling
60
Math
50
Vision
40

Pricing

Input Price$0 / 1M tokens
Output Price$0 / 1M tokens
Blended Price (3:1)$0 / 1M tokens
Cache Read PriceFree

Speed

No speed data available

Provider Price Ranking

Provider Price Ranking

4 providers

Cheapest: Reflection AIMost Expensive: OpenRouter
ProviderInputOutput
1Reflection AIPRIMARY
$0
$0
2Together
$0
$0
3Kilo Gateway
$0.24
$0.98
4OpenRouter
$0.25
$1

Compare pricing across different API providers for this model.

External Sources