/writing-principles
What fiction readers want (reader reward channels) and the specific ways LLM training damages them. Load when drafting prose, critiquing, or diagnosing why a passage feels flat.
$ npx -y skills add haowjy/creative-writing-skills --skill writing-principles --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/writing-principles
Context preview
The summary Claude sees to decide when to auto-load this skill.
What fiction readers want (reader reward channels) and the specific ways LLM training damages them. Load when drafting prose, critiquing, or diagnosing why a passage feels flat.
SKILL.md
writing-principles.SKILL.mdname: writing-principles
type: principle
description: >
What fiction readers want (reader reward channels) and the specific ways LLM training damages them. Load when drafting prose, critiquing, or diagnosing why a passage feels flat.
Writing Principles
Load `/llm-writing` if it isn't already loaded. This skill adds the fiction-specific layer.
Trust the Reader
The reader is an active collaborator. They reconstruct emotions from behavior, infer motives from action, hold tension across scenes, fill gaps the text leaves open, and make assumptions about what's coming next. That work is where the reward lives: reconstruction, inference, anticipation.
Your training pulls in the opposite direction. The helpfulness instinct wants to explain, resolve, clarify, and complete. In fiction, every one of those impulses can damage the reading experience by doing work the reader wanted to do themselves. The specific failure modes below are all forms of this: not trusting the reader to interpret an emotion, hold an ambiguity, follow subtext, or tolerate unresolved tension.
Trust doesn't mean obscurity. Readers also need coherent narrative, stable geography, and enough access to model characters. The discipline is knowing when to leave space and when to orient.
Economy
Every element does more than one thing. A line of dialogue advances plot AND reveals character. A sensory detail grounds the scene AND shows who the POV character is. A transition compresses time AND carries an emotional beat. Single-purpose prose makes fiction go flat: description that only describes, dialogue that only informs, interiority that only labels.
Economy isn't minimalism. Dense, lyrical prose can be economical when every phrase carries weight. Sparse prose can be wasteful when it takes ten short sentences to do what one image could do. The measure is whether removing the element would cost the reader something.
The LLM pull is toward completeness: covering every beat, naming every emotion, resolving every ambiguity. Economy is the counter-discipline: what can you leave out and still have the scene work? What's the reader already doing for you?
Reader Reward Channels
Readers enjoy fiction through overlapping reward channels. Good prose protects the relevant channels at once; damaging one damages the reading experience.
- **Transportation**: entering the story world. Protected by coherent
narrative progression, consistent POV, concrete sensory grounding. Consistent POV means writing from inside the character's knowledge state: what have they experienced, what do they actually know right now, what would they notice and miss? The full story is in your context window; the character only has what they've lived through. Separate those.
- **Aesthetic**: sentence-level pleasure. Protected by variety in rhythm,
word choice, sentence shape, and punctuation. Style is a reward channel, not decoration.
- **Social simulation**: modeling characters as minds. Protected by access
through behavior and interiority, distinct voices, emotion the reader interprets rather than being told.
- **Flow**: challenge-skill fit and smooth processing. Protected by pacing that
matches the scene's work and sentences that support comprehension without making the reading trivial.
- **Curiosity / prediction reward**: wanting to know what happens, what a clue
means, what a character will choose, or whether an expectation will be confirmed. Protected by information gaps, uncertainty, setup/payoff, suspense, and withheld implications that the reader can actively model.
The channels compose: optimizing one at the expense of others fails. Over-explaining breaks social simulation. Under-explaining breaks transportation. Generic style breaks aesthetic pleasure. Impenetrable style breaks flow.
Punctuation Tells
Readers increasingly associate em dashes with AI-generated prose. Default to punctuation that leaves less visible AI residue: sentence breaks, commas, colons, semicolons, parentheses, or dialogue beats. Rewrite the sentence around the actual relationship between clauses instead of substituting a hyphen. Use dashes only when a project style file or author instruction makes them part of the voice. When a line needs interruption, prefer the project's documented interruption pattern and keep it consistent.
Applying the Principles
This skill is the diagnostic layer: it names what readers want and how training damages it. When a passage feels off and you can't name why, check the reward channels — which one broke? — then see `resources/failure-modes.md` for common patterns and fix heuristics.
The craft skills carry the execution. `/creative-writing-craft` has the how-to-write guidance: prose immersion (`resources/prose-writing.md`), scene mechanics (`resources/scene-construction.md`), and style analysis (`resources/style-analysis.md`). `/creative-writing-modes` has the production modes for putting prose on the page.
Resources
- [`resources/failure-modes.md`](resources/failure-modes.md): per-pattern
deep dives with examples and fix heuristics.
- [`resources/citations.md`](resources/citations.md): research backing for
the reader-reward model and documented failure modes.
Read more
name: writing-principles type: principle description: > What fiction readers want (reader reward channels) and the specific ways LLM training damages them. Load when drafting prose, critiquing, or diagnosing why a passage feels flat.
Writing Principles
Load `/llm-writing` if it isn't already loaded. This skill adds the fiction-specific layer.
Trust the Reader
The reader is an active collaborator. They reconstruct emotions from behavior, infer motives from action, hold tension across scenes, fill gaps the text leaves open, and make assumptions about what's coming next. That work is where the reward lives: reconstruction, inference, anticipation.
Your training pulls in the opposite direction. The helpfulness instinct wants to explain, resolve, clarify, and complete. In fiction, every one of those impulses can damage the reading experience by doing work the reader wanted to do themselves. The specific failure modes below are all forms of this: not trusting the reader to interpret an emotion, hold an ambiguity, follow subtext, or tolerate unresolved tension.
Trust doesn't mean obscurity. Readers also need coherent narrative, stable geography, and enough access to model characters. The discipline is knowing when to leave space and when to orient.
Economy
Every element does more than one thing. A line of dialogue advances plot AND reveals character. A sensory detail grounds the scene AND shows who the POV character is. A transition compresses time AND carries an emotional beat. Single-purpose prose makes fiction go flat: description that only describes, dialogue that only informs, interiority that only labels.
Economy isn't minimalism. Dense, lyrical prose can be economical when every phrase carries weight. Sparse prose can be wasteful when it takes ten short sentences to do what one image could do. The measure is whether removing the element would cost the reader something.
The LLM pull is toward completeness: covering every beat, naming every emotion, resolving every ambiguity. Economy is the counter-discipline: what can you leave out and still have the scene work? What's the reader already doing for you?
Reader Reward Channels
Readers enjoy fiction through overlapping reward channels. Good prose protects the relevant channels at once; damaging one damages the reading experience.
- **Transportation**: entering the story world. Protected by coherent
narrative progression, consistent POV, concrete sensory grounding. Consistent POV means writing from inside the character's knowledge state: what have they experienced, what do they actually know right now, what would they notice and miss? The full story is in your context window; the character only has what they've lived through. Separate those.
- **Aesthetic**: sentence-level pleasure. Protected by variety in rhythm,
word choice, sentence shape, and punctuation. Style is a reward channel, not decoration.
- **Social simulation**: modeling characters as minds. Protected by access
through behavior and interiority, distinct voices, emotion the reader interprets rather than being told.
- **Flow**: challenge-skill fit and smooth processing. Protected by pacing that
matches the scene's work and sentences that support comprehension without making the reading trivial.
- **Curiosity / prediction reward**: wanting to know what happens, what a clue
means, what a character will choose, or whether an expectation will be confirmed. Protected by information gaps, uncertainty, setup/payoff, suspense, and withheld implications that the reader can actively model.
The channels compose: optimizing one at the expense of others fails. Over-explaining breaks social simulation. Under-explaining breaks transportation. Generic style breaks aesthetic pleasure. Impenetrable style breaks flow.
Punctuation Tells
Readers increasingly associate em dashes with AI-generated prose. Default to punctuation that leaves less visible AI residue: sentence breaks, commas, colons, semicolons, parentheses, or dialogue beats. Rewrite the sentence around the actual relationship between clauses instead of substituting a hyphen. Use dashes only when a project style file or author instruction makes them part of the voice. When a line needs interruption, prefer the project's documented interruption pattern and keep it consistent.
Applying the Principles
This skill is the diagnostic layer: it names what readers want and how training damages it. When a passage feels off and you can't name why, check the reward channels — which one broke? — then see `resources/failure-modes.md` for common patterns and fix heuristics.
The craft skills carry the execution. `/creative-writing-craft` has the how-to-write guidance: prose immersion (`resources/prose-writing.md`), scene mechanics (`resources/scene-construction.md`), and style analysis (`resources/style-analysis.md`). `/creative-writing-modes` has the production modes for putting prose on the page.
Resources
- [`resources/failure-modes.md`](resources/failure-modes.md): per-pattern
deep dives with examples and fix heuristics.
- [`resources/citations.md`](resources/citations.md): research backing for
the reader-reward model and documented failure modes.
Write novels, short stories, and serial fiction with AI that maintains your voice, tracks your continuity, and gets better the more you use it.
Other skills on creative-writing-skills.
- /character-sim
Speak as a specified character from their current knowledge, voice, and emotional state. Use for skill-only workflows that need in-character conversation, voice discovery, or relationship pressure tests.
Open skill - /creative-research
Load when a story needs factual grounding the writer doesn't have: historical detail, cultural texture, domain accuracy, or how other authors handled similar material. Pass the question and story context; returns a sourced report the writer can draw from.
Open skill - /creative-writing-craft
Craft references for writing fiction well: prose, scenes, style, voice, and genre/page-level technique. Load when a writer, critic, or muse needs how-to-write guidance rather than a production mode.
Open skill - /creative-writing-modes
Creative-writing addendum to /llm-writing. Load when putting prose on the page: draft, revise, bridge, vary, or polish.
Open skill - /creative-writing-muse
Load when no subagents are available and one agent must plan, draft, critique, research, and capture memory by switching stances.
Open skill - /grill-with-docs
Use when challenging a plan — grills the author against documented decisions and sharpens terminology.
Open skill

