Content use case

Content creation and long-form publishing

Keep ideas, sources, outlines, drafts, revisions, and publishing assets in one project. AI can organize and revise, while every change remains reviewable before publishing.

Series planningResearchLong-form outlineAI revisionShare cards

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Common problems

Too many sources

Links, notes, examples, and claims spread across bookmarks, notes, and chats.

Series voice drifts

A column needs consistent voice, terminology, and structure across many posts.

AI revisions need a gate

Blindly pasting AI rewrites can remove your argument and tone.

Publishing assets repeat work

Draft, summary, highlights, and share material often get rebuilt at the end.

Workflow

01Create a series project

Split by series, article, and reference nodes.

02Save voice rules

Put audience, positioning, banned phrases, and title style in @system.

03Plan the outline

Ask AI to plan before drafting or revising one section.

04Review Diff

Confirm that AI kept facts, argument, and tone intact.

05Export assets

Export Markdown, Web packages, or AI share cards.

Start with one outline

Import a small source set, generate an outline, and inspect the first revised section in Diff.

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