Beam 1.0 501B A23B

by Reflectiontext->text4 endpoints
Neura Intelligence Index
74.0/ 100
Rank
#67—
Confidence
medium
Benchmarks
7(18% coverage)

Overview

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.

Capabilities

Text generation
Tool use / Function calling
Structured output
Extended reasoning
Prompt caching
Long context
Top-P sampling
Stop sequences
Deterministic seed
Log probabilities

Modalities

Input
Text
Output
Text

Technical Specifications

Context Window
1.0M tokens
Max Output
131.1K tokens
Knowledge Cutoff
2026-06-30
Tokenizer
Other
Uptime (24h)
10000.0%
Parameters
501300000000B
License
apache_2_0Open Weights
Country
🇺🇸US
Release Date
October 16, 20267d

Supported Parameters

frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Benchmark Performance

coding

BenchmarkScoreSource
SWE-bench Verified
81.6
verified
SWE-Bench Pro
66.1
verified
SciCode
49.2
verified

reasoning

BenchmarkScoreSource
GPQA Diamond
90.6
verified
Humanity's Last Exam
36
verified

agent

BenchmarkScoreSource
MCP Atlas
80.8
verified
BrowseComp
76.8
verified

Performance Over Time

Pricing

Per 1M tokens
Input$0.25
Output$1.00
Cache read$0.05
Added
October 16, 2026
Last synced 10/23/2026