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Reflection · open-weights

Beam 1.0

Beam 1.0 is an open-weights language model from Reflection, released October 5, 2026. It has 501B parameters (mixture-of-experts, 23B active). The context window is 1M tokens. On the Epoch Capabilities Index it scores 150.9, rank 66 of 256 rated models. API price: $0 input / $0 output per million tokens.

Check it against your own PC →

Lab
Reflection
Released
October 5, 2026
Weights
Open apache-2.0
Parameters
501B MoE · 23B active
Context
1M
Price / M tokens
$0 / $0 in / out
Epoch ECI
150.9 #66

Can you run Beam 1.0 locally?

Even with 32 GB of VRAM and 32 GB of RAM it is too large to run at a usable speed on a single consumer GPU. Estimates assume 32 GB of DDR5 RAM, a 16K context and llama.cpp-style GGUF quantization. Enter your exact hardware in the live app.

GPU memoryVerdictBest quantVRAMRAMtok/s
6 GB VRAMToo large––––
8 GB VRAMToo large––––
12 GB VRAMToo large––––
16 GB VRAMToo large––––
24 GB VRAMToo large––––
32 GB VRAMToo large––––

Ready-made quantizations on Hugging Face: bartowski/Beam-1.0-501B-A23B-GGUF · unsloth/Beam-1.0-501B-A23B-GGUF · Baekpica/Beam-1.0-501B-A23B-VQ-GGUF · tablinum/Lite-Beam-1.0-501B-A23B-IQS_XXS · nbKPS/beam-reap-255b-gguf · DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF

Benchmark results

Benchmark (Epoch AI)Score
ProofBench18.0%

Links

Hugging Face: reflection/Beam-1.0-501B-A23B · Epoch AI benchmarks

Models with a similar score

Muse Spark 1.1 · Mistral Large 4 · Qwen3.7-Max · GPT-5.2 · DeepSeek V4 Flash 0731 · GLM-5.3-Flash · Muse Spark · GLM-5.2

Data updated Thu, 12 Nov 2026 09:42 UTC. Benchmarks, Capabilities Index and model announcements: Epoch AI, “Capabilities & benchmarking” and “Data on AI models” (CC BY 4.0); category scores are ModelTape's own fit on Epoch's results. Releases and prices: models.dev (MIT). Sizes and quantizations: Hugging Face. “Runs on” figures are estimates from model size, quantization and memory bandwidth (±30–50%).
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