Local tools in development
AI work protection, built around the work you want to keep.
We’re developing local tools for professionals and small teams working with AI on text and structured files. Our focus is undoing a selected unwanted AI edit while preserving later valid work, and preparing documents for sharing without losing the details a task needs.
In development and evaluation →
Tell us about your workflow. Please begin with a general description rather than confidential documents or personal data.
Selective recovery
Undo the change you chose. Keep the work that still holds.
Our first evaluation asks a narrow question: can one unwanted AI edit be removed from a local text or JSON file while keeping a later, independent human correction? When edits depend on each other, or the information needed to check them is missing, the workflow should flag the problem for review.
Preparation for sharing
Keep the information the task needs.
We’re also exploring how to prepare a separate document for sharing while retaining required facts such as amounts, dates and relationships.
Removing names alone does not establish that a document is safe to share. This work needs explicit disclosure requirements and review.
Status and limits
Current progress and limits.
We have prepared synthetic examples, evaluation requirements and comparison plans. These are research materials; a working recovery demo and customer-ready service have not been demonstrated. We have not established an advantage over a guarded reverse patch or three-way merge.
- The two development goals are selective recovery and preparation for sharing.
- The recovery evaluation covers one unwanted AI edit and a later, independent human correction.
- Dependent edits or missing facts require review.
- Preparation for sharing must preserve required facts; it does not guarantee anonymity or safe disclosure.
Contact
Discuss an evaluation
Consultants, document-heavy professionals, small service teams and tool developers: tell us how you handle unwanted AI edits or prepare documents for AI-assisted work today. We’re looking for specific workflows to evaluate, including the checks and review effort your current workaround requires.
This address also takes security reports about this website. For those, put "Security report" in the subject line and describe the problem.
Please do not send client files, account credentials, private keys or seed phrases.