Lizvo
Lizvo is an independent publisher of two products for people who rely on AI every day: a method for keeping multi-session projects honest, and a living catalog of how AI goes wrong.
Two products
The control system for serious AI work
A document-based method for running many AI sessions as one governed project. It keeps one ledger of what is true, separates “done” as claimed from “done” as proved, and carries context from one session to the next. It runs in plain documents you own, with any AI tool.
The AI mistakes catalog
A living reference to how AI goes wrong. It is not a one-time list: it is designed to grow as new models and updates ship, so it changes alongside the AI it describes. Each entry is meant to help you recognise a pattern and lists countermeasures to try.
How they relate
Mothex gives your AI work a written source of truth and a way to check it. FailureExtractor is a reference for the kinds of mistakes worth checking for. They come from the same publisher and share a vocabulary, but you can use either one without the other.
How Lizvo works
These pages have no testimonials, user counts or made-up numbers. They say what exists today and what doesn’t yet.
Lizvo isn’t affiliated with or endorsed by any AI vendor. Where a tool is named, it is only to say the work applies to it.
Written and published by Mateus Ventura, a working name. The work is meant to be judged on what it says, not on a face.
