Introducing ๐ป๐ต๐ผ๐น: our new generation of Liquid Foundation Models. With a new tri-hybrid architecture and new multimodal encoders, the LFM3 family is the ideal model suite for specialized intelligence.
> 6 model instances, across text, audio, vision, and omni modalities, generative and decision models.
> ๐ป๐ต๐ผ๐น-๐ท.๐ฝ๐ฑ: text, 256k context window.
> ๐ป๐ต๐ผ๐น-๐ ๐ป-๐ธ๐ฑ: vision-language model with video-input support for spatial understanding
> ๐ป๐ต๐ผ๐น-๐ฐ๐๐๐๐-๐ธ๐ฑ: tool calls, voice chat, reasoning in 18 languages.
> ๐ป๐ต๐ผ๐น-๐พ๐๐๐-๐ธ๐ฑ: an omni model combines vision, audio, and language.
> ๐๐ท-๐ธ๐ฑ and ๐๐ท-๐พ๐๐๐-๐ธ๐ฑ: decision models with typed outputs and calibrated probabilities in a single pass. Omni adds audio input.
> fine-tune on 1 GPU.
> a new tri-hybrid architecture
> architecture optimized for 14 processor classes across GPUs, CPUs, and NPUs.
> ๐ป๐ต๐ผ๐น-๐ ๐ป-๐ธ๐ฑ is a beast. It performs competitively with Gemma 4 12B (6x larger), and Gemini 3.5 Flash Lite, and GPT-5.6 Luna, with 1.9B parameters.
> ๐ป๐ต๐ผ๐น-๐ท.๐ฝ๐ฑ is #1 on the Pareto frontier of device intelligence ๐๐๐๐๐๐๐.๐๐๐๐๐๐.๐๐
Every modality for specialized intelligence. Pick the one that fits your use case, customize it, and run it on-device.
1/ ๐งต
Seems OpenCode customers getting notices of a breach. Got some DMs that peopleโs API keys are running up charges.
Not seeing it on the news yet. Anyone else?
Today, weโre releasing Bonsai 2 2B, 4B, and 9B.
Based on Qwen3.5, these new ternary models bring stronger reasoning, visual understanding, and tool calling to compact footprints designed for everyday devices:
โข 2B: 0.43GB
โข 4B: 0.95GB
โข 9B: 2.0GB
For this release, we
Today we release ๐ป๐ต๐ผ๐ธ.๐ป-๐ธ๐บ๐ฑ-๐ฐ๐ธ๐ฑ, the largest ๐ป๐ต๐ผ๐ธ.๐ป family member. It is an efficient local model for laptops and PCs to work through multi-step tasks inside popular agent harnesses.
> 24B total parameters, 2B active per token
> Context expanded to 131K tokens
> A 128K-token vocabulary
> 33T pretraining tokens
> It is a reasoning model
> Very easy to fine-tune and customize
> Performs competitively with Qwen3.6-35B-A3B, a model with ~50% more total and active parameters, on agentic and tool-use tasks.
> Open base and post-trained weights on @huggingface ๐ค
1/
๐ Meet Qwen-Image-2.1-Turbo โ create and edit images in just 8 denoising steps! Open weights now available!
Built on Qwen-Image-2.1, Turbo is an accelerated checkpoint on the same 7B visual generation architecture.
Fewer steps does not mean lower quality: it still generates strong 2K images from text, and supports continued creation through natural-language edits, from adding accessories to changing a scene.
Start directly with Diffusers: load QwenImage21Pipeline and the checkpointโs recommended 8-step sampling schedule is ready to go.
๐ Prefer an API? Qwen-Image-2.1 Pro and Turbo APIs are now officially live. Choose a hosted API for your application, or use the Turbo weights in your own workflow.
๐ค ModelScope:
modelscope.cn/models/Qwen/Qwโฆ
๐ค Hugging Face:
huggingface.co/Qwen/Qwen-Imagโฆ
๐ Pro API:
modelstudio.console.alibabacloud.com/ap-southeast-1โฆ
๐ Turbo API:
modelstudio.console.alibabacloud.com/ap-southeast-1โฆ
What will you create with 8 steps? Share your results with us!
Meet Qwen-Image-2.1, the most balanced and cost-effective image generation model in the Qwen-Image series! Now open weights! ๐จ
A unified model for both generation and editing, delivering top-tier quality in a lightweight package.
Highlights: ๐
- Compact & exceptionally fast:
Introducing Claude Haiku 5.5: the cheapest, fastest, and most capable small model weโve ever released.
On average, it costs around 75% less to run than Claude Haiku 4.5.
Introducing EmbeddingGemma 2, a new open multimodal model that sets the standard for on-device efficiency.
- our first open, natively multimodal embedding model
- handles text, code, image, video, and audio tasks within a lightweight, modular 740M parameter form factor
- ideal for offline, privacy-first RAG when paired with Gemma 4
- outperforms some specialist models more than twice its size
Weights available now on Hugging Face.
Another project in V:
HorneroOS, an Arch-based Hyprland desktop for the Agentic Era, focused on deep customization, themes, layouts and polished UX. Its core tooling is written in V.
Built by @ulisesjcfhorneroos.comgithub.com/HorneroOS/hornโฆ
๐ชฝDFlash draft models are available for Ornith-1.5 9B, 35B-A3B, and 397B.
DFlash and Ornith 1.5 make a dynamic duo: DFlash performs as the draft model, accelerating inference by drafting multiple tokens at once. Then Ornith 1.5 verifies the draft tokens in one pass instead of
@maxifirtman al final los modelos van a terminar como los misiles. Gana el que tenga la mayor y mejor cantidad pero con la promesa de no usarlo contra el otro.
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