This release introduces Qwen3.8-Flash-Next, polishes the Glass themes (now in Beta), adds a Composer position slider and lets models interact with files in the built-in browser. It also brings lower idle memory usage, preserved chat context when switching GGUF models, faster MLX loading and FP8 LoRA training. Highlights Qwen3.8-Flash-Next Dynamic V3.1 - 10-15% extra accuracy Guide Glass theme impr…
Unsloth now has Glass themes and more customization options for backgrounds, greetings and chats. This release also brings faster generation, more multi-GPU training options and CPU training in Unsloth. Highlights New Glass themes with 5 themes, transparency + native macOS glass Customization with custom greetings, background controls and code fonts DeepSeek-V4.1 512K context benchmarks show Unslo…
Make Unsloth your own with custom backgrounds and a improved UI/UX. This release also cuts app update times and speeds up Linux app and Qwen-Image gen when VRAM is limited. Also new: DeepSeek-V4.1-Flash-1017 in Unsloth Dynamic v3.1 GGUFs (preview), FLUX.2-klein-9B on low-RAM machines, smoother chats and batched MoE fine-tuning. Highlights Custom backgrounds to personalize your chats (+ move compos…
Halloween 👻 is here. Through October, a Trick or treat row in the sidebar opens eleven Halloween themes, spooky greetings and a few spiders and bats. This release also speeds up the first launch, Linux tool calls and model loading, and trains compatible fine-tuning jobs together with multi-LoRA. Highlights Trick or treat: 🎃 new Halloween themes - until Nov 1 Faster Unsloth: 2x faster first launch,…
This release adds scheduled tasks, FLUX-3 edit support, perf improvements and more. Also new: MiniMax-M3.1-Flash, face touch-ups for images and faster performance + chats on Mac. Highlights Scheduled tasks: Run a prompt on a schedule with a local model or an API MiniMax-M3.1-Flash: MiniMax's 428B MoE (23B active) Guide FLUX 3 Editing: FLUX 3 now supports editing of images with prompts Perf improve…
Recursive's Flint, MOSS-Image and NVIDIA's Nemotron Bolt 4B are here! Run them locally in Unsloth. Also new: a chat-only Unsloth Desktop install, MLX MoE models bigger than your Mac's memory and an OpenAI-compatible fine-tuning API. Highlights Bigger MoE models on Mac: MLX MoE models too big for memory keep experts on SSD, so Qwen3.8-Flash-Next runs on a 32 GB Mac. Chat-only install: a much smalle…
DeepSeek-V4.1-Flash-1017 and FLUX.3 Image Klein are here! Run both locally in Unsloth. Also new: images and videos in chat, multi-GPU training with FSDP2 (alpha) and one-command MCP setup for coding agents. Highlights DeepSeek-V4.1-Flash-1017: 552B (16B active) - runs on ~125 GB at 1-bit with its Engram table on SSD Guide FLUX.3 Image Klein: Runs on 24 GB and edits with up to 10 reference images G…
Run NVIDIA's new Nemotron 3.5 models and Meta's new Muse Spark Open locally in Unsloth. New: text-diffusion LLMs, DeepSpeed training and better prompt caching for coding agents. Highlights NVIDIA Nemotron 3.5 Bolt: Run on 24 GB of memory. Guide NVIDIA Nemotron 3.5 Super VL: 120B (12B active) Guide Meta Muse Spark Open: 816B (42.7B active) - runs on 256GB Guide Better prompt caching for coding agen…
Prebuilt CUDA 13 wheels. Linux x86_64: flash-attn 2.8.4, causal-conv1d 1.7.0 and mamba-ssm 2.3.2.post1, built for PyTorch 2.13 and 2.14 on Python 3.13. Windows x86_64: flash-attn 2.8.4, causal-conv1d 1.7.0 and mamba-ssm 2.3.2.post1, built for PyTorch 2.10, 2.11 and 2.12 on Python 3.11, 3.12 and 3.13; 2.13 and 2.14 on Python 3.13. Linux aarch64: flash-attn 2.8.4, causal-conv1d 1.7.0 and mamba-ssm 2…
Unsloth has gotten major performance upgrades! Highlights Large perf gains: all Unsloth UI/UX faster - up to 10x for multiple chats Up to 5x faster inference: 95% cache hit rate, MoE Strata style fixes, slowdown fixes Better Compaction - works for all API + better UI handling Drag and drop files: Desktop works again with more than 3× more supported files Browser use with scripts: click, move the m…
You can now run Qwen-Image-2.1 locally with Unsloth! This release also includes custom Agent Skills, and easier chat/project management. It also brings 2x faster reasoning blocks (60 FPS vs 30 FPS), more reliable training, and improved Linux installs and updates. Qwen Image 2.1 Guide Highlights Fast FP8 Qwen-Image-2.1 + diffusers update + GGUF fixes Qwen-Image-2.1 works for image editing and image…
We're adding support for decision models, a unified Library for docs and media, document viewer, many Apple Silicon improvements, creation of Skills, and ~4.5× faster image and video generation. Run and serve Decision Models like Laya (open-source Jev) locally Skills Editor to create, edit, and delete Skills directly in Desktop ModelScope model downloading is now here for users who can't use HF Li…
This release brings faster navigation, shareable run settings, and clearer errors to Unsloth Desktop. It also 4x speeds up Laya decisions, expands hosted Decision API support, and keeps NVFP4, INT4, and MXFP4 checkpoints in 4-bit during LoRA training. Highlights Command palette on Cmd/Ctrl+P. Also, you can now share your GGUF model's run settings Laya decisions up to 4.1x faster, plus connections…
This release adds a browser inside Unsloth (browser use coming very soon), so files, web pages and pages the model writes open right beside your chat. It also brings EmbeddingGemma 2, Google's new multimodal embedding model, plus new Audio pages and lower-memory training. Highlights Browser beside chat for files, web pages and model-written HTML, as tabs EmbeddingGemma 2: run and fine-tune Google'…
Turn any text or vision LLM into a Jev-style decision model in Unsloth, with decision accuracy going from 30% to 80%. Train, test, export and serve decision models directly from Unsloth. Also included: native ComfyUI models, diffusion improvements and a better Browser in Desktop. Highlights Turn any model into a Jev-style decision model. Accuracy went from 30% to 80% Load ComfyUI diffusion models…
Models can now use the browser in Unsloth. Turn on Browser use and your model can open pages, read them, click, type and scroll while you watch. Qwen-Image-2.1-Turbo is here too, making images in just 8 steps. Also included: text-diffusion LLM training, faster MoE GGUFs and speculative decoding on Mac. Highlights Browser use (in + menu in chatbox) Local models can take control of the Unsloth Brows…
We're introducing Windows, Mac and Linux sandboxing in Unsloth! Read our guide. Turn any text or vision LLM into a Jev-style decision model in Unsloth, with decision accuracy going from 30% to 80%. Train, test, export and serve decision models directly from Unsloth. Also included: native ComfyUI models, diffusion improvements and a better Browser in Desktop. Highlights 8th Oct Fixes - Better Brows…
perf(studio): reuse embeddings for identical files in linked folders …
You can now run Qwen-Image-2.1 locally with Unsloth! This release also includes custom Agent Skills, and easier chat/project management. It also brings 2x faster reasoning blocks (60 FPS vs 30 FPS), more reliable training, and improved Linux installs and updates. Qwen Image 2.1 Guide Highlights Qwen-Image-2.1 fixes - diffusers update + GGUF fix Qwen-Image-2.1 works for image editing and image gen!…
You can now run Qwen-Image-2.1 locally with Unsloth! This release also includes custom Agent Skills, and easier chat/project management. It also brings 2x faster reasoning blocks (60 FPS vs 30 FPS), more reliable training, and improved Linux installs and updates. Qwen Image 2.1 Guide Highlights Qwen-Image-2.1 support for image gen + more (Another update coming today for fixes!) Add custom Agent Sk…
We're releasing support for Qwen-Image-2.1, custom Agent Skills, and easier chat/project management. It also brings 2x faster reasoning blocks (60 FPS vs 30 FPS), more reliable training, and improved Linux installs and updates. Qwen Image 2.1 Guide Highlights Qwen-Image-2.1 support for image generation and more Add custom skills to guide models through specific tasks. 2x faster long reasoning bloc…
We're releasing our new updated Docker image along with multi-user accounts, RDNA1+2, FP8/INT8 diffusion support, ARM64 CUDA Windows support and many training, GRPO and inference improvements. Also a Qwen3.8-Flash-Next 2x faster MTP hotfix. Highlights: Qwen3.8-Flash-Next MTP hotfix (2x faster) from v0.1.810-beta New Docker with NVIDIA & AMD support: Guide Multi user accounts with isolation Setting…
We're releasing our new updated Docker image along with multi-user accounts, RDNA1+2, FP8/INT8 diffusion support, ARM64 CUDA Windows support and many training, GRPO and inference improvements Highlights: New Docker with NVIDIA & AMD support: Guide Multi user accounts with isolation Settings > Accounts INT8/FP8 Image Diffusion inference - 2x faster ARM64 Windows CUDA support for training, inference…
Studio: keep the GPU order the user asked for instead of re-emitting … …it ascending (#11034) * Studio: keep the GPU order the user asked for instead of re-emitting it ascending A multi-GPU CUDA launch built the child's CUDA_VISIBLE_DEVICES from gpu_indices, which every producer sorts, so a parent CUDA_VISIBLE_DEVICES=1,0 reached llama-server as 0,1. A numeric mask carries enumeration ORDER as wel…
This is a large performance and reliability + bug fix release for Unsloth Highlights 1.2-1.7x faster diffusion. AMD 20% perf boost vs ROCM via Vulkan 2x faster updating, remove SAC + AV false positives for Windows Blender MCP, detect Hermes, AMD gibberish fixed (reported to AMD) Over 250+ bug fixes, 60% smaller binaries and performance improvements Strix iGPU BIOS popup - 3x faster inference if mo…
This is a large performance and reliability + bug fix release for Unsloth Highlights AMD uses Vulkan by default - 20% perf boost for prefill, decoding vs ROCM Windows llama-server.exe is now signed, reducing false positives for SAC AMD gibberish issues in Strix, iGPUs fixed in (upstream - reported to AMD) Over 200+ bug fixes, 50% smaller binaries and performance improvements Updated PyTorch to 2.1…
Run Qwen3.8-Flash-Next and GLM-5.3-Flash up to 2x faster with MTP. MTP is enabled by default, you can still disable it. Also our new release includes 170+ training, chat, hardware, and performance improvements. Highlights Smoother model loading (less errors) across local servers and connected providers. Faster and less laggy UI with follow-up turns much faster for all chats. Safer chat edits that…
Run Qwen3.8-Flash-Next and GLM-5.3-Flash up to 2x faster with MTP. MTP is enabled by default, you can still disable it. Also our new release includes 170+ training, chat, hardware, and performance improvements. Highlights Smoother model loading (less errors) across local servers and connected providers. Safer chat edits that preserve tool cards, reply details, and conversation branches. New local…
Qwen3.8-Flash-Next and GLM-5.3-Flash can now run locally in Unsloth! Run Qwen3.8-Flash on 75GB RAM, GLM-5.3-Flash on 102GB RAM+VRAM 5x Faster inference for RAM offloading "Infinite" repeated compaction now works 100+ chat, reliability and performance improvements Qwen Guide: https://unsloth.ai/docs/models/qwen3.8-next Qwen GGUFs: https://huggingface.co/unsloth/Qwen3.8-Flash-Next-GGUF GLM Guide: ht…
Thanks for the support for Qwen3.8-27B and Unsloth Desktop! This is a bug fix release with 170+ PRs. MLX fixed - Some MLX and Mac runtimes did not run correctly LAN API keyless / password-less + Keyboard shortcuts XET / HTTP download toggle - clearer download progress AMD bug fixes + 170 bug, reliability & performance fixes Features Auto Compaction (Experimental) for longer chats beyond context li…