What are the hardware requirements for Biomni R0 32B Preview?

Biomni R0 32B Preview requires approximately 131.6 GB of VRAM and supports a context window of 40K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Biomni R0 32B Preview and how large is it?

Biomni R0 32B Preview is developed by biomni, a model with 32b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Biomni R0 32B Preview?

Biomni R0 32B Preview is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Biomni R0 32B Preview by biomni — VRAM 131.6GB, 40K context

Name: Biomni R0 32B Preview
Author: biomni

Biomni R0 32B Preview is an open-source language model by biomni. Features: 32b LLM, VRAM: 131.6GB, Context: 40K, License: mit, LLM Explorer Score: 0.24.

Agent Base model:finetune:qwen/qwen3... Base model:qwen/qwen3-32b Biology Code En Qwen3 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/biomni/Biomni-R0-32B-Preview

Biomni R0 32B Preview Parameters and Internals

LLM Name	Biomni R0 32B Preview
Repository 🤗	https://huggingface.co/biomni/Biomni-R0-32B-Preview
Base Model(s)	Qwen3 32B Qwen/Qwen3-32B
Model Size	32b
Required VRAM	131.6 GB
Updated	2026-08-06
Maintainer	biomni
Model Type	qwen3
Model Files	4.5 GB: 1-of-27 4.8 GB: 2-of-27 5.0 GB: 3-of-27 4.8 GB: 4-of-27 5.0 GB: 5-of-27 4.8 GB: 6-of-27 5.0 GB: 7-of-27 4.8 GB: 8-of-27 5.0 GB: 9-of-27 4.8 GB: 10-of-27 5.0 GB: 11-of-27 4.8 GB: 12-of-27 5.0 GB: 13-of-27 4.8 GB: 14-of-27 5.0 GB: 15-of-27 4.8 GB: 16-of-27 5.0 GB: 17-of-27 4.8 GB: 18-of-27 5.0 GB: 19-of-27 4.8 GB: 20-of-27 5.0 GB: 21-of-27 4.8 GB: 22-of-27 5.0 GB: 23-of-27 4.8 GB: 24-of-27 5.0 GB: 25-of-27 4.8 GB: 26-of-27 4.7 GB: 27-of-27
Supported Languages	en
Model Architecture	Qwen3ForCausalLM
License	mit
Context Length	40960
Model Max Length	40960
Transformers Version	4.51.1
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151936
Torch Data Type	float32
Errors	replace

Rank the Biomni R0 32B Preview capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to Biomni R0 32B Preview

Best Alternatives	Context / RAM	Downloads	Likes
...ll Qwen3 32B Preview7 QAT 200K	195K / 65.8 GB	10	3
...ll Qwen3 32B Preview6 QAT 200K	195K / 65.8 GB	6	2
...ll Qwen3 32B Preview4 QAT 200K	195K / 65.8 GB	13	2
Qwen3 32B AWorld	128K / 65.8 GB	37	15
Qwen3 32B	40K / 65.8 GB	5411	15
Qwen3 32B	40K / 65.6 GB	6155624	715
OpenThinkerAgent 32B	40K / 65.8 GB	9022	9
Qwen3 Swallow 32B SFT V0.2	40K / 65.6 GB	24411	0
...gy GPT Regulatorio 32B Safe V2	40K / 131.6 GB	205	0
Qwen3 Swallow 32B RL V0.2	40K / 65.1 GB	10347	3

Note: green Score (e.g. "73.2") means that the model is better than biomni/Biomni-R0-32B-Preview.