Lefts vs Trace

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones.

A macOS menu-bar app that turns any conversation into a clean markdown transcript, with an optional on-device summary. Runs a local speech model entirely on your Mac, in...

About Lefts

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones. Starting with your favourite machine learning models, you can use Lefts operations to:. Without making subsequent model fitting, evaluation or experimentation any more complex than it was with the original model. This implementation is built on top of the excellent Polars DataFrame library. E nsemble: Takes a set of models and makes them evaluate as one. F eed: Allows the output of one model to be used as a feature or target by another.

About Trace

A macOS menu-bar app that turns any conversation into a clean markdown transcript, with an optional on-device summary. Runs a local speech model entirely on your Mac, in dozens of languages. The moment is pinned to your transcript at the exact timestamp. Trace provides you with clear markdown transcripts and summaries that you can use anywhere. Either copy the markdown from Trace directly or have it place the file anywhere in your filesystem. Trace can also send files directly to Obsidian, Bear, Drafts or Things with a button press.