What are the hardware requirements for LFM2 24B A2B?

LFM2 24B A2B requires approximately 47.7 GB of VRAM and supports a context window of 125K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed LFM2 24B A2B and how large is it?

LFM2 24B A2B is developed by LiquidAI, a model with 24b 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 LFM2 24B A2B?

LFM2 24B A2B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

LFM2 24B A2B by LiquidAI — VRAM 47.7GB, 125K context

Name: LFM2 24B A2B
Author: LiquidAI

LFM2 24B A2B is an open-source language model by LiquidAI. Features: 24b LLM, VRAM: 47.7GB, Context: 125K, License: other, LLM Explorer Score: 0.32.

Arxiv:2511.23404 Ar De Deploy:azure Edge En Endpoints compatible Es Fr Ja Ko Lfm2 Liquid Pt Region:us Safetensors Zh

Model Card on HF 🤗: https://huggingface.co/LiquidAI/LFM2-24B-A2B

LFM2 24B A2B Parameters and Internals

LLM Name	LFM2 24B A2B
Repository 🤗	https://huggingface.co/LiquidAI/LFM2-24B-A2B
Model Size	24b
Required VRAM	47.7 GB
Updated	2026-07-13
Maintainer	LiquidAI
Model Type	lfm2_moe
Model Files	47.7 GB
Supported Languages	en ar zh fr de ja ko es pt
Model Architecture	Lfm2MoeForCausalLM
License	other
Context Length	128000
Model Max Length	128000
Transformers Version	5.0.0rc1
Tokenizer Class	TokenizersBackend
Padding Token	<\|pad\|>
Vocabulary Size	65536

Rank the LFM2 24B A2B 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

Quantized Models of the LFM2 24B A2B

Model	Likes	Downloads	VRAM
LFM2 24B A2B MLX 8bit	18	165	25 GB
LFM2 24B A2B MLX 4bit	10	183	13 GB
LFM2 24B A2B MLX 6bit	8	104	19 GB
LFM2 24B A2B MLX 5bit	6	84	16 GB

Best Alternatives to LFM2 24B A2B

Best Alternatives	Context / RAM	Downloads	Likes
LFM2 24B A2B ONNX	125K / GB	98	13
LFM2 24B A2B MLX Bf16	125K / 48 GB	80	7
LFM2 24B A2B MLX 8bit	125K / 25.5 GB	165	18
LFM2 24B A2B MLX 4bit	125K / 13.4 GB	183	10
LFM2 24B A2B MLX 6bit	125K / 19.5 GB	104	8
LFM2 24B A2B MLX 5bit	125K / 16.3 GB	84	6