Notes from the workshop.
Release notes, engineering decisions, and guides. Written for people who read changelogs.
Introducing Orinth
An open-source AI studio that covers vision, text, and language models across the full lifecycle — on your own machine.
Local-first is a boundary, not a feature
Why "your data never leaves your machine" only means something if it's checkable.
Fine-tuning a language model on a Mac
What LoRA, QLoRA, and full fine-tuning actually do on Apple silicon — and which one to pick.
A metric without a dataset version is a rumor
Why Orinth freezes a dataset before a run consumes it, and what that buys you three weeks later.