AGENT SKILL

reader-experience-edit

Audit and revise practical nonfiction drafts for reader experience, value pacing, front-loaded insight, value-per-page, boredom, and beta-readiness. Use when editing, restructuring, shortening, or reviewing a book, guide, manual, course-like manuscript, or long-form educational draft so readers receive useful value quickly and keep reading.

License 许可
MIT
最近更新
2026-11-14
Stars
★ 1.6k
Forks
491

01 前言 Front Matter

name
reader-experience-edit
license
MIT
metadata
{ "tags": "writing,books,nonfiction,editing,reader-experience", "version": "0.1.0", "category": "Writing", "displayName": "Reader Experience Edit" }
description
Audit and revise practical nonfiction drafts for reader experience, value pacing, front-loaded insight, value-per-page, boredom, and beta-readiness. Use when editing, restructuring, shortening, or reviewing a book, guide, manual, course-like manuscript, or long-form educational draft so readers receive useful value quickly and keep reading.
compatibility
Codex, Claude Code, and other Agent Skills-compatible clients.

02 资源文件 5

03 SKILL.md 正文

Reader Experience Edit

Core Lens

Treat reader experience as value received over time spent. Practical nonfiction does not keep readers engaged through suspense; it keeps them engaged by regularly delivering the outcome promised by the book.

Use this skill to diagnose and improve:

  • Slow starts.
  • Long stretches of theory before payoff.
  • Low value-per-page.
  • Sections whose value is unclear.
  • Drafts that need to be coherent enough for beta readers, not polished enough for publication.

Reference Routing

Need Read
Core concepts and terminology references/core/knowledge.md
Revision rules and decision criteria references/core/rules.md
Before/after patterns references/core/examples.md
Fast audit checklist references/core/checklist.md
Step-by-step manuscript audit workflows/audit-manuscript.md

Workflow

1. Anchor On The Promise

Identify:

  • Target reader.
  • Book promise.
  • First meaningful piece of value.
  • What the reader should be able to do, decide, or understand after each major section.

If the promise is unclear, use book-toc-lab before editing the manuscript.

2. Create A Value Map

Build a table:

Section | Word count | Reader takeaway | Value type | Risk

Use it to find:

  • Slow start: too many words before first value.
  • Long slog: back-to-back sections without strong takeaways.
  • Fluff: high word count relative to reader value.

3. Front-Load Value

Look for ways to deliver the first useful result earlier:

  • Cut front matter.
  • Insert real value into theory sections.
  • Start with the main insight, tool, checklist, example, or result.
  • Move background after the reader has a reason to care.

4. Increase Value-Per-Page

Prefer deletion before addition.

  • Cut anything outside the target reader's scope.
  • Replace general motivation with concrete examples.
  • Compress explanations that do not change reader behavior.
  • Save deleted material in a separate cutting-room-floor note when useful.

5. Prepare For Beta Readers

Do not aim for perfect prose yet. Aim for a draft that is coherent enough for motivated readers to identify real problems.

Return:

  1. Main reader-experience diagnosis.
  2. Value map or section-by-section risk table.
  3. Highest-leverage cuts, moves, and rewrites.
  4. Revised opening or TOC recommendations when relevant.
  5. Beta-readiness note: what must be fixed before readers see it.

Quality Bar

Recommendations should be structural and specific. Prefer "move this section after X", "cut this setup", or "turn this theory into a worked example" over generic writing advice.

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