Hugging Face's logo
alkinun's picture

alkinun

AtAndDev
30 163 991
Sweaterdog's profile picture a-soulspark's profile picture juiceb0xc0de's profile picture
¡
https://baretile.com/

AI & ML interests

decentralize

Recent Activity

liked a model 1 day ago
Qwen/Qwen3.5-0.8B
reacted to savoji's post with 🔥 2 days ago
LFM3-1.7B from @LiquidAI is the #1 trending model on the Hub (855 likes). It takes about 1 GB at 4-bit, and in the vendor's own table it beats Qwen3.5 9B on several agent benchmarks. The edge decision moves from "are small models good enough?" to "which architecture and runtime do I pick?" One 1.7B backbone now ships as text, VL-2B and Omni-2B checkpoints with open weights. 🔍 Architecture and speed • 24 layers: 13 gated convolutions (kernel 7), 5 sliding-window attention (256 tokens), 6 global attention, chosen by a search over 14 device and backend targets • llama.cpp Q4_0 at 32K context: 1.8 to 2.8x faster decode than the next model on 3 devices • Full 128K context needs 1.6 GB of KV cache vs 4.3 GB (Qwen3.5-4B) and 5.6 GB (MiniCPM5-2B) 📊 Liquid AI's table • Average 49.37 vs 47.24 for Qwen3.5 9B; BFCL V4 71.39 vs 62.83; WebArena-Verified 38.42 vs 28.94 • Qwen3.5 9B still wins SWE-bench Verified (51.20 vs 43.40) and GPQA Diamond (80.40 vs 63.37) 🛠️ Try it • GGUF (174,177 downloads last month) runs in llama.cpp b11960+, Ollama and LM Studio; MLX 4-bit for Apple Silicon; SGLang for GPUs • llama-cli -hf LiquidAI/LFM3-1.7B-GGUF:Q4_K_M --temp 0.1 --top-k 50 --repeat-penalty 1.1 • Omni-2B runs in the browser in the WebGPU Space ⚠️ Caveats • The numbers are vendor-reported, with no independent reproduction in the sources. The card says it is not for agentic coding or complex multi-step reasoning. https://huggingface.co/LiquidAI/LFM3-1.7B https://huggingface.co/LiquidAI/LFM3-1.7B-GGUF https://huggingface.co/LiquidAI/LFM3-Omni-2B https://huggingface.co/spaces/LiquidAI/LFM3-Omni-2B-WebGPU Has a sub-2B model held up on your own tool-calling harness? • Medium: https://medium.com/p/05507e4e81c8 • Substack: https://sajjadpakdamansavoji.substack.com/p/liquid-ais-lfm3-turns-the-small-model • X: https://x.com/saavoji/status/2117307514177941672 • Website: https://sajjadpsavoji.github.io/blog#liquid-ais-lfm3
liked a model 2 days ago
google/gemma-4-31B-it
View all activity

Organizations

ESPnet's profile picture lora concepts library's profile picture CVPR Demo Track's profile picture BigScience Biomedical Datasets's profile picture Tune a video concepts library's profile picture ONNXConfig for all's profile picture Gradio-Themes-Party's profile picture Gradio-Blocks-Party's profile picture video-p2p-library's profile picture scikit-learn's profile picture OpenBuddy Community's profile picture Open-Source AI Meetup's profile picture ECCV 2022's profile picture Kornia AI's profile picture SIGGRAPH 2022's profile picture Interspeech2022's profile picture Blog-explorers's profile picture ICML2023's profile picture Stable Diffusion concepts library's profile picture SIGGRAPH Asia 2022 Demos's profile picture Stable Diffusion Dreambooth Concepts Library's profile picture GOAT.AI's profile picture OpenSky's profile picture Musika's profile picture ZeroGPU Explorers's profile picture ICCV2023's profile picture huggingPartyParis's profile picture Team Tonic's profile picture Multi🤖Transformers's profile picture Pirates Party for all software open source's profile picture MLX Community's profile picture Social Post Explorers's profile picture recipe research's profile picture M4-ai's profile picture That Time I got Reincarnated as a Hugging Face Organization's profile picture Pine's profile picture Cohere Labs Community's profile picture Spinner-GPT-4's profile picture Dev Mode Explorers's profile picture Stable Diffusion Community (Unofficial, Non-profit)'s profile picture Hugging Face Discord Community's profile picture None yet's profile picture open/ acc's profile picture Data Is Better Together Contributor's profile picture Moon AI's profile picture gradyanakincilari's profile picture MoLA's profile picture MedCall's profile picture Subliminal Misalignment's profile picture Unsloth Jobs Explorers's profile picture Aether Compute's profile picture Speck Labs's profile picture Small Language Model Consortium's profile picture