Knoku vs Lefts

Knoku turns your docs into an AI assistant your users can actually talk to.

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

About Knoku

Knoku turns your docs into an AI assistant your users can actually talk to. Answer everywhere with citations, and see what your docs are missing. Track deflection, traffic, repeated questions, and knowledge gaps in one place. See how many questions were answered before they became tickets, across every channel. Find the repeated questions and knowledge gaps your team should fix next. Track where users ask from and which channels create the most support demand. GitHub sync Connect a GitHub repo and sync Markdown docs into your index, kept current on each commit, with citations back to the file on GitHub.

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.