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Unsloth

Model Serving & MLOps
Python Latest v0.1.44-beta · 11h ago Security brief →

Features

  • Run and train text, audio, embedding, and vision models locally on Windows, Linux, and macOS
  • Inference features: search/download/run models (GGUF, LoRA, safetensors), export to multiple formats, tool calling, code execution, API endpoint with auto‑parameter tuning
  • Training capabilities: up to 2× faster training with ~70% less VRAM, custom kernels, data recipes for automated dataset creation, reinforcement learning support, multi‑GPU training and observability

Recent releases

View all 25 releases →
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v0.1.44-beta Mixed
Breaking upgrade

MCP tools, Chat UI, Projects, Canvas, Runtime

Upgrade now
v0.1.43-beta Mixed
Dependencies Breaking upgrade

Mac, Windows, CUDA, Blackwell, Studio updates

Review required
v0.1.42-beta Breaking risk
Auth RBAC RCE / SSRF

API calls + Studio security + language support

No immediate action
v0.1.41-beta Bug fix

Studio update fix + UX fixes

Review required
v0.1.40-beta Breaking risk
Auth RBAC

MTP speculative decoding

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Install & Platforms

Install via
shell-script docker
Platforms
linux macos windows

Community & Support

Beta — feedback welcome: [email protected]