What problem does it solve?
Writing assistants produce drafts that repeatedly need the same manual corrections, and there is no systematic way to capture a user's style preferences, build a reusable exemplar library, or replicate the visual layout of existing WeChat official account articles.
Core Features & Use Cases
- Edit Flywheel (Playbook): Compares your original draft against your manually edited final version, records recurring modification patterns as scoped rules, and promotes only repeated or explicitly confirmed rules into hard constraints for future drafts.
- Exemplar Library: Imports reference articles from URLs or local files to calibrate structure and rhythm in future drafts, with ownership and authenticity metadata preventing reuse of personal experiences or third-party content.
- Theme Learning: Extracts a new layout theme from any WeChat article URL so the formatting engine can render future articles in that style.
- Use Case: After editing a generated article, say "learn my edits" — the skill diffs draft and final versions, stores patterns like shorter paragraphs for tutorials, and applies them the next time you write a similar piece.
Quick Start
Tell the agent "learn my edits" after revising a draft, or provide an article URL and ask it to import the piece as an exemplar or learn its layout theme.