What are the hardware requirements for LFM2.5 2.6B Multiharness RL?

LFM2.5 2.6B Multiharness RL requires approximately 5.4 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed LFM2.5 2.6B Multiharness RL and how large is it?

LFM2.5 2.6B Multiharness RL is developed by FineEnvs, a model with 2.6b 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 LFM2.5 2.6B Multiharness RL?

LFM2.5 2.6B Multiharness RL is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

LFM2.5 2.6B Multiharness RL by FineEnvs — VRAM 5.4GB, 128K context

Name: LFM2.5 2.6B Multiharness RL
Author: FineEnvs

LFM2.5 2.6B Multiharness RL is an open-source language model by FineEnvs. Features: 2.6b LLM, VRAM: 5.4GB, Context: 128K, License: other, LLM Explorer Score: 0.32.

Agent Base model:finetune:liquidai/l... Base model:liquidai/lfm2.5-2.6... Conversational Dataset:fineenvs/smoldataenvs-... En Endpoints compatible Grpo Harbor Lfm2 Model-index Multi-harness Openenv Region:us Safetensors Smoldataenvs Trl

Model Card on HF 🤗: https://huggingface.co/FineEnvs/LFM2.5-2.6B-multiharness-RL

LFM2.5 2.6B Multiharness RL Parameters and Internals

LLM Name	LFM2.5 2.6B Multiharness RL
Repository 🤗	https://huggingface.co/FineEnvs/LFM2.5-2.6B-multiharness-RL
Base Model(s)	LiquidAI/LFM2.5-2.6B LiquidAI/LFM2.5-2.6B
Model Size	2.6b
Required VRAM	5.4 GB
Updated	2026-10-05
Maintainer	FineEnvs
Model Type	lfm2
Model Files	5.4 GB
Supported Languages	en
Model Architecture	Lfm2ForCausalLM
License	other
Context Length	131072
Model Max Length	131072
Transformers Version	5.14.1
Tokenizer Class	TokenizersBackend
Padding Token	<\|pad\|>
Vocabulary Size	128000

Rank the LFM2.5 2.6B Multiharness RL capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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 LFM2.5 2.6B Multiharness RL

Best Alternatives	Context / RAM	Downloads	Likes
LFM2.5 2.6B	128K / 5.4 GB	81522	398
Cyber Prime 1.1 2.6B	128K / 5.4 GB	790	10
LFM2.5 2.6B Heretic	128K / 5.4 GB	1460	0
Cyber Prime 1 2.6B	128K / 5.4 GB	653	24
LFM2.5 2.6B Opencode SFT	128K / 5.4 GB	263	1
LFM2.5 2.6B RLCD	128K / 5.4 GB	352	6
Transductor High V3	128K / 5.4 GB	1320	0
...fm2.5 2.6B Fable5 Coding Agent	128K / 5.4 GB	441	11
LFM 2.5 2.6B Heretic	128K / 5.4 GB	486	5
LFM2.5 2.6B Abliterated	128K / 5.4 GB	196	0

Note: green Score (e.g. "73.2") means that the model is better than FineEnvs/LFM2.5-2.6B-multiharness-RL.