Reader Panel

SkillDev tools

This skill should be used when the user asks for a "simulated beta read", "reader panel", "persona read", "first read before my beta readers", "how would a genre reader react", "would a reader keep going", "pre-beta read", "mock beta readers", or wants structured persona reads of a chapter range before human readers see it. NOT for real reader feedback (use feedback-triage), a paid sensitivity or authenticity read (use editorial-review), or the agent's own line edit (use line-editing).

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Reader Panel skill

What this skill tells your AI

The instructions your AI receives, as published by danjdewhurst/story-skills in skills/reader-panel/SKILL.md and read by ahel’s review.

Overview

Run structured persona reads of a chapter range and write each one as a feedback file in the shape feedback-triage already reads, so the existing triage flow takes over unchanged. The panel is a first read before human readers see the draft: it finds the problems a reader would trip on, so the human round spends its attention on what only people can tell you.

Every panel read is simulated. It is written by the agent, marked source: simulated, and never presented as feedback from a real reader.

Prerequisites

A story project (story.md in the root) with the chapters in range drafted. The feedback-triage skill must be available for the synthesis.

When to Use

  • Before the first beta round, to catch the obvious problems cheaply
  • After a revision, to check a fix landed before sending it to people
  • When the user has no readers yet and wants a structured first read
  • NOT as a substitute for human readers. A simulated round cannot close a book as ready for submission or publication
  • NOT for a sensitivity or authenticity read. The sensitivity persona only flags passages for a paid human reader (use editorial-review)

Personas

Each persona has a reference file listing what it reads for, what it never comments on, and how it rates severity. Load only the personas in the panel.

PersonaFile idReads forReference
Target-genre readergenre-readerDoes the book deliver the genre's promises? Pacing sags, missing beats, broken conventionsreferences/genre-reader.md
Line editorline-editorSentence-level craft: POV slips and head-hopping, filter words, repetition, unclear antecedents, voice driftreferences/line-editor.md
Sensitivity readersensitivity-readerPortrayals that need a human sensitivity or authenticity reader. Flags, never clearsreferences/sensitivity-reader.md
Continuity-minded readercontinuity-readerFacts, names, objects, timeline, and what each character can know at this pointreferences/continuity-reader.md
First-page readerfirst-page-readerWould they keep going? The opening page, each chapter's first lines, and the last line before they could put it downreferences/first-page-reader.md

Workflow

1. Scope the panel

  1. Ask the user for the chapter range (default: every drafted chapter) and which personas to run (default: all five). Take genre, form, POV, and tense from the story context output in step 2 (its Story essentials section), not from story.md, whose Synopsis may describe the ending. The genre reader needs the genre. Take language from the same section (or from story.md frontmatter only, where a missing field means en): it is no spoiler, and every persona reads the book as a reader of that language would.

  2. Pick the round number: the next free N under feedback/. A panel gets its own round. Never add simulated reads to a round of human readers, so the human synthesis stays independent.

  3. Build the review copy the panel cites, so its labels match the ones human readers will use:

    story build . --format html --stamp panel-round-{N}
    

    The build holds the whole book, so use it for labels only: a persona reads the chapter files in range, never the review copy. Cite each note with its paragraph label (ch03-p12) and the paragraph's first few words, exactly as the feedback template asks of human readers.

2. Gather context without spoilers

A persona reads the book as a reader would: only the chapters in range, in order. For background (who the characters are, what the story has promised so far), run story context on the last chapter in range:

story context chapter-{NN} --path . --budget 4000

It leaves out later chapters and the synopsis. Its What <name> knows that the reader has not seen (do not reveal) subsection holds facts from chapters the reader has not reached: delete that whole subsection, heading included, before any persona sees the output. Do not read story.md (the context already gives its language), plot/, arc files, promise payoffs, or chapters after the range: a persona that knows the ending cannot tell whether the setup works. When the genre reader needs the genre's promises, take them from the chapters and the genre, not from the outline.

3. Run each read independently

  1. Run one persona at a time. If you can start subagents, give each persona its own subagent with only its reference file, the chapters in range, the story context output, and the book's language, so no persona reads another's notes. Otherwise finish and save one persona's file before starting the next, and do not revise earlier files after reading later ones.
  2. Follow the persona's reference file. Read the whole range before writing any note.
  3. Every problem cites evidence: the paragraph label, the quoted first words, and the words that cause the problem. A note with no location in the text is not a note; drop it.
  4. Report what the persona finds, not a quota. A persona that finds nothing writes that in Overall Impression and leaves Problems empty. Never pad a read to look thorough, and never invent a problem another persona or a craft checklist would expect.
  5. Read in the book's language. Judge prose, dialogue, and punctuation by that language's conventions and the style sheet, not English ones: guillemets or dialogue dashes are not errors in a French or Spanish book. Quote the text exactly as written, and write the notes in the language the user works in with you unless they ask otherwise.
  6. Mark uncertainty. When a note depends on something the persona cannot see (a later payoff, the author's intent), say so in the note instead of asserting it.

4. Write the files

Write each read to feedback/round-{N}/{persona}.md using ../feedback-triage/references/feedback-template.md, with these frontmatter values:

---
reader: "{Persona name} (simulated)"
round: {N}
chapters-read: "{range}"
overall-verdict: "{loved it | liked it with reservations | mixed | didn't connect}"
source: simulated
persona: {file id from the table}
---

Leave each note's Canon check line as not checked (simulated read): checking against the bible means reading past the range, so feedback-triage does it at synthesis. Severity uses the template's scale (blocking, major, minor, nit), rated by the persona's reference file; some personas use only part of it (the sensitivity persona never rates a note blocking, and the first-page reader has no nit).

5. Hand off to feedback-triage

Hand the round to the feedback-triage skill for synthesis. It reads source: simulated and weighs the round accordingly: agreement between personas is not independent convergence, and a simulated round's ready verdict means ready for human readers, nothing more. Tell the user plainly that the notes are simulated, and which personas ran.

Conventions

  • Panel files live under feedback/round-{N}/, one per persona, named by the persona's file id: feedback/round-2/line-editor.md.
  • Every panel file carries source: simulated and persona. A file without them is a human reader's file.
  • A panel round holds only simulated reads. Human and simulated reads are never mixed in one round.
  • Never describe a simulated read as a reader's, a beta reader's, or a sensitivity reader's feedback, in chat, in commit messages, in the synthesis, or in anything the user might send on.
  • Do not revise the manuscript during the panel. The revision plan comes from the synthesis, as for a human round.

CLI Maintenance

Use the Story CLI when it is available. If story is not installed, use bun run story -- from the Story Skills repository checkout or the bundled fallback node ../story-maintenance/scripts/story.js with the same arguments, resolving the path relative to this skill folder. If no CLI is available, read the chapters in range directly and cite chapter and paragraph positions by hand.

The CLI does not read feedback/, so panel files never cause validation errors. Run story build . --format html --stamp panel-round-{N} for the labels and story context chapter-{NN} --path . for spoiler-safe background. When the synthesis adds or resolves continuity/questions/ entries, run:

story reindex .
story links .
story validate .

Reference Files

  • references/genre-reader.md - The target-genre reader: the genre's promises, pacing, and conventions, and how to rate a missed beat
  • references/line-editor.md - The line editor: POV slips, filter words, repetition, antecedents, and voice drift at the sentence level
  • references/sensitivity-reader.md - The sensitivity persona: flags portrayals for a paid human reader, never clears one
  • references/continuity-reader.md - The continuity-minded reader: facts, names, objects, timeline, and character knowledge within the range
  • references/first-page-reader.md - The first-page reader: whether they would keep reading, and where they would stop

Signals

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Item type
skill
Key
reader-panel
Source
github.com/danjdewhurst/story-skills