Local Deployment

Jan integrates local LLMs, cloud models, custom assistants, an OpenAI-compatible API, and MCP into a desktop workbench. This article examines its architecture, build options, adoption pilot, and security boundaries.

Unsloth is expanding from a VRAM-efficient fine-tuning tool into a local workbench for running, training, exporting, and deploying models. This article follows its official entry points and explains how Studio, Core, OpenAI-compatible APIs, GGUF, and agent integrations fit together, along with hardware, licensing, remote-access, and security boundaries.