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Lfm2 12b A1b Speeddemon High Intelligence Series B model by DavidAU
⭐ 38.3
🧠
Model

Lfm2 12b A1b Speeddemon High Intelligence Series B

by DavidAU davidau/lfm2-12b-a1b-speeddemon-high-intelligence-series-b
Free2AITools Nexus Index
38.3
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 29
P: Popularity 0
R: Recency 73
Q: Quality 65
Tech Context
11.28 Params
4.096K Ctx
Vital Performance
3 DL / 30D
Source β†’

Task categories from upstream metadata

πŸ’¬Chat & Dialogue

Technical Constraints

Experimental / High Latency
Low FNI signal 38.3 FNI Score
11.28B Params
4k Context
3 Downloads
24G GPU ~10GB Est. VRAM
Dense LFM2MOEFORCAUSALLM Architecture
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID davidau/lfm2-12b-a1b-speeddemon-high-intelligence-series-b
License Apache-2.0
Provider huggingface
πŸ’Ύ

Compute Threshold

~9.8GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{davidau_lfm2_12b_a1b_speeddemon_high_intelligence_series_b,
  author = {DavidAU},
  title = {Lfm2 12b A1b Speeddemon High Intelligence Series B Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/DavidAU/LFM2-12B-A1B-SpeedDemon-High-Intelligence-Series-B}},
  note = {Accessed via Free2AITools.}
}
APA Style
DavidAU. (2026). Lfm2 12b A1b Speeddemon High Intelligence Series B [Model]. Free2AITools. https://huggingface.co/DavidAU/LFM2-12B-A1B-SpeedDemon-High-Intelligence-Series-B

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run lfm2-12b-a1b-speeddemon-high-intelligence-series-b
πŸ€— HF Download
huggingface-cli download davidau/lfm2-12b-a1b-speeddemon-high-intelligence-series-b
πŸ“¦ Install Lib
pip install -U transformers

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 29
Popularity (P) 0
Recency (R) 73
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Lfm2 12b A1b Speeddemon High Intelligence Series B: Authority (A:29), Popularity (P:0), Recency (R:73), Quality (Q:65). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

HuggingFace API GitHub Metadata Arxiv Citation DB Methodology
Open data Updated: Live data
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πŸš€ What's Next?

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Technical Deep Dive

⚠️ Incomplete Data

Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.

View Original Source β†’

πŸ“ Limitations & Considerations

  • β€’ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • β€’ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • β€’ FNI scores are relative rankings and may change as new models are added.

Social Proof

HuggingFace Hub
3Downloads
Hub Discussions
πŸ€— Data Source: Hugging Face β†—
πŸ”„ Updated daily

Source summary: Based on Hugging Face metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-model--davidau--lfm2-12b-a1b-speeddemon-high-intelligence-series-b
slug
davidau--lfm2-12b-a1b-speeddemon-high-intelligence-series-b
source
huggingface
author
DavidAU
license
Apache-2.0
tags
transformers, safetensors, lfm2_moe, text-generation, finetune, unsloth, mixture of experts, sparse moe, moe, conversational, en, base_model:liquidai/lfm2-8b-a1b, base_model:finetune:liquidai/lfm2-8b-a1b, license:apache-2.0, endpoints_compatible, region:us

βš™οΈ Technical Specs

architecture
Lfm2MoeForCausalLM
params billions
11.28
context length
4,096
pipeline tag
text-generation
vram gb
9.8
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
3

Data indexed from public sources. Updated daily.