What was built
- Diagnosis and creative-transform workspaces.
- Craft references, revision controls, and before/after comparison.
- Fixture-backed local workflow with a model-ready lane.
Diagnose AI-shaped prose and restore the writer instead of replacing them.
A writing-quality workbench for diagnosis, craft signals, voice preservation, transformation, comparison, and export.

What was built
Visible receipts


Public boundary
Public proof uses synthetic or approved fixture writing. Private drafts are not uploaded by default.
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