v0.1.804-beta
unslothai/unslothv0.1.804-betaAug 27, 2026by danielhanchen
AI Summary
Added support for Qwen3.8-Flash-Next and GLM-5.3-Flash models, enabling local inference with specific RAM requirements. Includes infinite repeated compaction, chat recovery after disconnects, and fixes for AMD model loading and Linux voice recording.
Key Highlights
- Qwen3.8-Flash-Next on 75GB RAM
- GLM-5.3-Flash on 102GB total memory
- Smarter GPU + RAM offloading
- Chats recover after disconnects
New Features
- Qwen3.8-Flash-Next support
- GLM-5.3-Flash support
- Infinite repeated compaction
- Chat recovery after disconnects
- VRAM usage display
Full Release Notes
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: https://unsloth.ai/docs/models/glm-5.3-flash GLM GGUFs: https://huggingface.co/unsloth/GLM-5.3-Flash-GGUF ## Highlights - **Qwen3.8-Flash-Next on 75GB RAM** - **GLM-5.3-Flash on 102GB total memory** - **Smarter GPU + RAM offloading** - run larger models with less setup - **Chats recover after disconnects** instead of losing the reply - **See what fits before loading** with clearer memory estimates ## Qwen3.8-Flash-Next Qwen3.8-Flash-Next is a new 125B multimodal reasoning model and an early preview of Qwen4's architecture. - The 1-bit Unsloth Dynamic GGUF runs on 75GB RAM or unified memory. - It's 79% smaller than BF16 while retaining 80% top-1 accuracy. - Chat with text and images using up to 262K context. - Switch between None, Low, Medium and Extra High reasoning. - Preserved Thinking keeps reasoning consistent across longer chats. ## GLM-5.3-Flash GLM-5.3-Flash is Z.ai's new 320B multimodal model, with only 18B parameters active at a time. - Run the 1-bit model on 102GB of combined RAM + VRAM. - Chat with text, images and long documents using up to 1M context. - Switch between Low, High and Max reasoning. - Stronger coding, agent and vision performance than GLM-5.2. - Recommended settings are applied automatically in Unsloth. ## Chat + tools - Local chats resume after a disconnect instead of losing the reply. - Deep Research keeps going when a provider asks it to slow down. - Vision chats now handle multiple images properly. - Images returned by MCP tools appear directly in chat. - Export chats as JSONL for backups or use in other tools. - Adjust Auto Compaction for longer chats, or turn it off. - Collapse tool activity by default for cleaner agent chats. ## Models + performance - Large GGUFs automatically split across GPU and system RAM. - See estimated memory usage before loading a model. - View VRAM usage directly from your downloaded models. - Model settings stay saved when switching chats. - Search and download embedding models directly from Hugging Face. - Text-to-speech models only load when you actually use them. ## Desktop + reliability - Linux voice recording fixed. - NVIDIA + Wayland interface freezes fixed. - AMD model loading crashes fixed. - llama.cpp models now load from Windows profiles with non-English characters. - Non-English web links now work properly as chat sources. - Desktop download links always point to the latest stable release. ## What's Changed * Bump install.sh / install.ps1 pin to unsloth>=2026.8.21 by @danielhanchen in https://github.com/unslothai/unsloth/pull/9699 * fix(studio): resolve PowerShell by absolute path in the update gate by @yzxcj797 in https://github.com/unslothai/unsloth/pull/9452 * Prevent shared preview loads from evicting the active Studio model by @NilayYadav in https://github.com/unslothai/unsloth/pull/7104 * studio: harden lockfile audit followups for #5604 by @danielhanchen in https://github.com/unslothai/unsloth/pull/5695 * Fix Linux voice recording by capturing raw PCM where WebKitGTK's MediaRecorder produces no audio by @Fizza-Mukhtar in https://github.com/unslothai/unsloth/pull/9564 * Studio: take remend 1.3.1, which stops repairing markdown that is already complete by @danielhanchen in https://github.com/unslothai/unsloth/pull/9667 * CLI: follow model reasoning default in unsloth start by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9733 * Name the encoding when the poll probe writes its artifact by @danielhanchen in https://github.com/unslothai/unsloth/pull/9691 * studio: add a freeze report script for Linux desktop interface hangs by @danielhanchen in https://github.com/unslothai/unsloth/pull/9668 * Fail the mac tab-capability smoke on a backend that never comes back, not on a stall by @danielhanchen in https://github.com/unslothai/unsloth/pull/9711 * Warm the app before timing /api/health, instead of widening the ceiling by @danielhanchen in https://github.com/unslothai/unsloth/pull/9724 * docs: remove duplicate Search bullet and fix error messages by @lxcxjxhx in https://github.com/unslothai/unsloth/pull/9566 * Follow up #9435: restore the rest of the moved names, and read quant labels through the variant lister by @danielhanchen in https://github.com/unslothai/unsloth/pull/9701 * Studio: use --load-mode none when the model fits without paging by @danielhanchen in https://github.com/unslothai/unsloth/pull/9565 * Studio: spill weights with -ot instead of layers, so the KV cache stays on the GPU by @danielhanchen in https://github.com/unslothai/unsloth/pull/9675 * Reject a negative chunking stride instead of silently dropping text by @vineethsaivs in https://github.com/unslothai/unsloth/pull/9249 * Studio: fix web pages with non-English URLs failing to load by @NilayYadav in https://github.com/unslothai/unsloth/pull/9721 * Studio: align composer and research activity icons by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9755 * desktop: turn webkit compositing off on the one wayland nvidia setup that freezes by @danielhanchen in https://github.com/unslothai/unsloth/pull/9734 * studio: keep a resumed turn's provider metadata through the continuation merge by @danielhanchen in https://github.com/unslothai/unsloth/pull/9684 * Studio: render MCP images returned as embedded resources by @NilayYadav in https://github.com/unslothai/unsloth/pull/9636 * Studio: send the most recent chat image to vision models by @NilayYadav in https://github.com/unslothai/unsloth/pull/9638 * Studio: align sidebar list header actions, and mark downloaded models with a dot by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9740 * Prevent stale hydration from overwriting remembered model settings by @alkinun in https://github.com/unslothai/unsloth/pull/9767 * Handle invalid Krea2 model indexes clearly by @alkinun in https://github.com/unslothai/unsloth/pull/9760 * Studio: track API token usage in Profile by @Etherll in https://github.com/unslothai/unsloth/pull/9320 * Studio: tell the model which documents are attached by @NilayYadav in https://github.com/unslothai/unsloth/pull/9718 * Studio: use live trending GGUFs in agent setup by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9752 * studio: preserve gguf settings across chat switches by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9562 * studio: add message jsonl export by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9614 * Validate studio_install_id before baking it into the launcher by @danielhanchen in https://github.com/unslothai/unsloth/pull/9741 * studio: show lm studio model names in chat by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9556 * Studio: fix per-chat settings and fork counts for app-created chats by @NilayYadav in https://github.com/unslothai/unsloth/pull/9639 * studio: show the train run preview as a column on a laptop window by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9762 * Use Unsloth for bare Studio product references by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9732 * Studio: stop the temporary toggle tagging a saved app-created chat by @danielhanchen in https://github.com/unslothai/unsloth/pull/9771 * Studio: honour forced tool_choice on local GGUF tool loops by @Souravrajvi0 in https://github.com/unslothai/unsloth/pull/9773 * Desktop: publish stable latest downloads by @oobabooga in https://github.com/unslothai/unsloth/pull/9652 * Give every installing job its own pip cache key by @danielhanchen in https://github.com/unslothai/unsloth/pull/9781 * Studio: report confirmed explicit GGUF context by @Doud-FR in https://github.com/unslothai/unsloth/pull/9713 * Studio: keep Deep Research alive when the provider asks it to slow down by @NilayYadav in https://github.com/unslothai/unsloth/pull/9720 * Studio: don't silently drop extra images from a message by @NilayYadav in https://github.com/unslothai/unsloth/pull/9719 * Studio: hide model disclaimer by default by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9789 * README: drop the Linux (Arm64) download row, which serves a macOS file by @danielhanchen in https://github.com/unslothai/unsloth/pull/9783 * studio: newline-terminate exported jsonl records by @mahiatlinux in https://github.com/unslothai/unsloth/pull/8759 * Take `pytest tests/` from 16m22s to 4m17s at -n 16 by @danielhanchen in https://github.com/unslothai/unsloth/pull/9794 * Derive the fp8 fbgemm test tolerance from the bf16 ULP by @danielhanchen in https://github.com/unslothai/unsloth/pull/9795 * Make importing unsloth.models._utils twice in a process survive by @danielhanchen in https://github.com/unslothai/unsloth/pull/9793 * Studio: let the model decide when a message needs Deep Research by @NilayYadav in https://github.com/unslothai/unsloth/pull/9726 * Fix GGUF mmproj pairing for derivative repos by @Imagineer99 in https://github.com/unslothai/unsloth/pull/6574 * Remove duplicate TRL vLLM generation patch by @alkinun in https://github.com/unslothai/unsloth/pull/9764 * Studio: widen what the offload planner can place instead of declining by @danielhanchen in https://github.com/unslothai/unsloth/pull/9778 * Studio: turn the offload planner on by default by @danielhanchen in https://github.com/unslothai/unsloth/pull/9779 * studio: add a sampling seed to the chat run settings by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9144 * Return no base model, not the bare `unsloth/` org, for a timestamp-less run directory by @rajarshidattapy in https://github.com/unslothai/unsloth/pull/9753 * Fix RAG fallback for oversized chat attachments by @Supersynergy in https://github.com/unslothai/unsloth/pull/9630 * Add Estimated Memory Usage to the Load Model panel by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9525 * Build sd.cpp test fixtures from _binary_names() instead of the POSIX literal by @derrickrajkumar10 in https://github.com/unslothai/unsloth/pull/9707 * Fix Sentence-Transformers 6 `model_forward_params` None handling by @kozistr in https://github.com/unslothai/unsloth/pull/9786 * Skip an Ollama manifest whose JSON is not an object, instead of 500ing the model picker by @rajarshidattapy in https://github.com/unslothai/unsloth/pull/9754 * Studio: auto-scroll the startup and update logs by @Lwrless in https://github.com/unslothai/unsloth/pull/9806 * Collect the pip-cache naming guard in the one job a workflow-only PR starts by @danielhanchen in https://github.com/unslothai/unsloth/pull/9802 * Fix main: assert the tool loop controller catalog structurally, not by source proximity by @danielhanchen in https://github.com/unslothai/unsloth/pull/9809 * Studio: add the four settings.agents keys to every locale overlay by @danielhanchen in https://github.com/unslothai/unsloth/pull/9808 * Studio: bound fence tokenization by line length, not by the wall clock by @danielhanchen in https://github.com/unslothai/unsloth/pull/9787 * studiobench: a null-control refusal that read the settled thread is an observation, not a blank by @danielhanchen in https://github.com/unslothai/unsloth/pull/9800 * Studio: warm fence grammars on real text, not an empty string by @danielhanchen in https://github.com/unslothai/unsloth/pull/9799 * Studio: let maths-bearing blocks take containment, behind a flag by @danielhanchen in https://github.com/unslothai/unsloth/pull/9731 * fix(studio): prevent OXC validator subprocess hangs by @Biotrioo in https://github.com/unslothai/unsloth/pull/9759 * Studio: stop chat from auto-loading a TTS model by @NilayYadav in https://github.com/unslothai/unsloth/pull/9813 * Fix llama.cpp loading for Unicode Windows profiles by @Imagineer99 in https://github.com/unslothai/unsloth/pull/8852 * fix(studio): distinguish dedicated vram from shared gpu memory (#9242) by @yzxcj797 in https://github.com/unslothai/unsloth/pull/9247 * Studio: clear the old transcript when a transcription fails by @NilayYadav in https://github.com/unslothai/unsloth/pull/9816 * Studio: embedding model picker searches the Hub and downloads what you pick by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9739 * Define "where local models live" once, so a BOM cannot split the answer in two by @Biotrioo in https://github.com/unslothai/unsloth/pull/9757 * Studio: refuse keyless access to a cross-site browser request by @danielhanchen in https://github.com/unslothai/unsloth/pull/9683 * Studio: resume local chat generation after disconnect by @Etherll in https://github.com/unslothai/unsloth/pull/9187 * Studio: Show the model's thinking on the preview page by @NilayYadav in https://github.com/unslothai/unsloth/pull/9815 * Studio: restore menu focus after outside dismissal by @alkinun in https://github.com/unslothai/unsloth/pull/9772 * Studio: show a VRAM memory bar on downloaded models by @IMJONEZZ in https://github.com/unslothai/unsloth/pull/7880 * Studio: fix the AttributeError that 500s every planned GGUF load by @danielhanchen in https://github.com/unslothai/unsloth/pull/9821 * Studio: tighten the comments added by the memory estimate PR by @danielhanchen in https://github.com/unslothai/unsloth/pull/9825 * Fix the studio PEP 604 union ratchet and name what breaches it by @danielhanchen in https://github.com/unslothai/unsloth/pull/9826 * Studio: keep the memory row readable on a narrow panel by @danielhanchen in https://github.com/unslothai/unsloth/pull/9824 * route thinking controls to ollama by @Souravrajvi0 in https://github.com/unslothai/unsloth/pull/9770 * Studio: read the memory row's captions past their line-breaking glue by @danielhanchen in https://github.com/unslothai/unsloth/pull/9831 * Studio: persist model disclaimer across instances by @shimmyshimmer in https://github.com/unslothai/unsloth/pull/9835 * Studio: consolidate the two memory-estimate stacks by @danielhanchen in https://github.com/unslothai/unsloth/pull/9830 * fix(prompt storage): rework prompt storage into a master-detail layout by @LeoBorcherding in https://github.com/unslothai/unsloth/pull/8692 * Studio: add Chat settings to disable or ease GGUF auto-compaction by @Souravrajvi0 in https://github.com/unslothai/unsloth/pull/9774 * Stop the slot re-fit tests encoding the fit floor as a literal by @danielhanchen in https://github.com/unslothai/unsloth/pull/9845 * Stop a left-padded row that attends to nothing returning NaN (#9708) by @danielhanchen in https://github.com/unslothai/unsloth/pull/9848 * Reject a macOS llama.cpp prebuilt that dyld will not load by @danielhanchen in https://github.com/unslothai/unsloth/pull/9843 * Fix the dev-server white screen from a two-barrel import cycle by @danielhanchen in https://github.com/unslothai/unsloth/pull/9852 * Stop a resumed turn retracting text it already streamed by @danielhanchen in https://github.com/unslothai/unsloth/pull/9851 * Studio: stop the dense torchao quant probe from crashing the backend on AMD ROCm by @oobabooga in https://github.com/unslothai/unsloth/pull/9828 * Stop a generation recovery rewinding the reply it is following by @danielhanchen in https://github.com/unslothai/unsloth/pull/9853 * Stop a recovery following a run this tab is already streaming by @danielhanchen in https://github.com/unslothai/unsloth/pull/9854 * Queue a parked send when a run started while it waited by @danielhanchen in https://github.com/unslothai/unsloth/pull/9810 * Add setting to collapse tool activity by default by @Imagineer99 in https://github.com/unslothai/unsloth/pull/9803 * fix(studio): restore parallel vision chat slots by @Biotrioo in https://github.com/unslothai/unsloth/pull/9842 * fix keyless access before desktop password setup by @mahiatlinux in https://github.com/unslothai/unsloth/pull/9855 * Fix dill pickling whole modules by value on an off-prefix install by @danielhanchen in https://github.com/unslothai/unsloth/pull/9791 * Studio: stop a small context window ending a tool-using turn with nothing by @danielhanchen in https://github.com/unslothai/unsloth/pull/9768 * Studio: warn instead of refusing to load a model bigger than VRAM plus RAM by @danielhanchen in https://github.com/unslothai/unsloth/pull/9822 * Apply the kwarg-spacing hook to the no-progress tool results test by @danielhanchen in https://github.com/unslothai/unsloth/pull/9860 * Keep the context length a load was given instead of resetting it to Auto by @danielhanchen in https://github.com/unslothai/unsloth/pull/9841 ## New Contributors * @Doud-FR made their first contribution in https://github.com/unslothai/unsloth/pull/9713 * @rajarshidattapy made their first contribution in https://github.com/unslothai/unsloth/pull/9753 * @Supersynergy made their first contribution in https://github.com/unslothai/unsloth/pull/9630 * @derrickrajkumar10 made their first contribution in https://github.com/unslothai/unsloth/pull/9707 * @kozistr made their first contribution in https://github.com/unslothai/unsloth/pull/9786 * @Lwrless made their first contribution in https://github.com/unslothai/unsloth/pull/9806 * @IMJONEZZ made their first contribution in https://github.com/unslothai/unsloth/pull/7880 **Full Changelog**: https://github.com/unslothai/unsloth/compare/v0.1.803-beta...v0.1.804-beta