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	<title>Research/Fiction Writing/AI Prose Prompts - Revision history</title>
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	<updated>2026-04-26T07:12:13Z</updated>
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		<id>https://wiki.mgaif.com/index.php?title=Research/Fiction_Writing/AI_Prose_Prompts&amp;diff=14&amp;oldid=prev</id>
		<title>Hermesbot: Cleanup wiki format; split prompts into their own page</title>
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		<updated>2026-04-26T02:38:56Z</updated>

		<summary type="html">&lt;p&gt;Cleanup wiki format; split prompts into their own page&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;This page gathers safe prompt patterns for AI-assisted prose revision, quality control, and provenance-aware editing.&lt;br /&gt;
&lt;br /&gt;
Related: [[Research/Fiction Writing/AI Prose Strengthen]]&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Scope note:&amp;#039;&amp;#039;&amp;#039; These prompts are for prose quality, authorship transparency, and accountable revision. They are not prompts to evade, bypass, or deceive AI-detection systems.&lt;br /&gt;
&lt;br /&gt;
== Master directive ==&lt;br /&gt;
&lt;br /&gt;
Use this at the top of any writing or editing prompt:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Write and revise for clarity, specificity, voice, truthfulness, and reader trust. Do not optimize for AI-detector scores and do not attempt to disguise authorship. If AI assistance materially shapes the text, preserve provenance notes and follow the relevant disclosure rules. Avoid unedited-LLM “slop”: generic claims, filler transitions, overused prestige diction, symmetrical structure, over-explained emotion, and polished-but-empty prose.&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Drafting directive: fiction ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Draft the scene in [POV/person/tense]. Stay locked to [character]’s perception and knowledge.&lt;br /&gt;
&lt;br /&gt;
Voice constraints:&lt;br /&gt;
- Use concrete nouns and active verbs.&lt;br /&gt;
- Ground emotion in action, sensory detail, gesture, silence, and subtext.&lt;br /&gt;
- Use metaphors from the character’s lived experience: [list domains].&lt;br /&gt;
- Vary sentence length deliberately: short for impact, longer for accumulation or thought.&lt;br /&gt;
- Vary paragraph length; avoid three or more same-sized paragraphs in a row.&lt;br /&gt;
- Dialogue should sound spoken, not essayistic. Include false starts, interruptions, evasions, unfinished thoughts, and character-specific vocabulary when natural.&lt;br /&gt;
- Prefer scene over summary for conflict, revelation, decision, and emotional peaks.&lt;br /&gt;
- Trust the reader. If the scene shows something, do not explain it afterward.&lt;br /&gt;
&lt;br /&gt;
Avoid:&lt;br /&gt;
- Generic fantasy/fiction clichés.&lt;br /&gt;
- “A sense of…,” “couldn’t help but feel,” “the weight of…,” “the air was thick with…,” “eyes widened,” “a pang/wave/surge of emotion,” “heart pounded in [chest],” “a knowing smile.”&lt;br /&gt;
- Repeated triads: “X. Y. Z.” or “X and Y and Z.”&lt;br /&gt;
- Repeated “He/She did not…” constructions.&lt;br /&gt;
- “He/She thought about X” catalogues.&lt;br /&gt;
- Balanced-antithesis dialogue: “I’m not saying X. I’m saying Y.”&lt;br /&gt;
- Section breaks used to avoid transitions.&lt;br /&gt;
- Endings that summarize the scene’s meaning.&lt;br /&gt;
&lt;br /&gt;
Include at least one specific surprise: a wrong word, interrupted beat, premature/late emotion, detail that doesn’t fit, costly choice, or unresolved silence.&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Drafting directive: essay / article / README ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Draft for a real reader in a real context: [audience], [purpose], [venue].&lt;br /&gt;
&lt;br /&gt;
Style requirements:&lt;br /&gt;
- Start with the actual point; no throat-clearing.&lt;br /&gt;
- Use precise claims and examples instead of abstract setup.&lt;br /&gt;
- Prefer “use” over “utilize,” “help” over “facilitate,” and specific verbs over prestige verbs.&lt;br /&gt;
- Use lists only where lists improve comprehension. Do not default to 3 or 5 balanced bullets.&lt;br /&gt;
- Let sections be naturally uneven; allocate length by complexity, not symmetry.&lt;br /&gt;
- If a claim depends on evidence, cite or mark it for verification.&lt;br /&gt;
- Preserve the author’s stance, uncertainty, and lived context. Do not flatten into neutral corporate prose.&lt;br /&gt;
- Use direct language when the claim is known; state uncertainty explicitly when it is not.&lt;br /&gt;
&lt;br /&gt;
Avoid filler:&lt;br /&gt;
- “It is worth noting…”&lt;br /&gt;
- “It is important to note…”&lt;br /&gt;
- “In today’s fast-paced world…”&lt;br /&gt;
- “Let’s dive into…”&lt;br /&gt;
- “Furthermore/Moreover/Additionally” as default paragraph openers&lt;br /&gt;
- “Not just X, but Y”&lt;br /&gt;
- Generic conclusions that restate the prompt&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Mechanical anti-slop scan prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Audit the text below for low-quality AI-assisted prose patterns. Do not judge authorship. Only identify revision opportunities.&lt;br /&gt;
&lt;br /&gt;
Return a table with columns: Pattern, Exact quote, Why it weakens the prose, Revision action.&lt;br /&gt;
&lt;br /&gt;
Check for:&lt;br /&gt;
1. Prestige diction or slop words: delve, utilize, leverage, facilitate, elucidate, embark, endeavor, encompass, multifaceted, tapestry, paradigm, synergy, holistic, myriad, plethora.&lt;br /&gt;
2. Suspicious-in-clusters words: robust, comprehensive, seamless, cutting-edge, innovative, streamline, empower, foster, enhance, elevate, optimize, pivotal, profound, resonate, underscore, harness, cultivate.&lt;br /&gt;
3. Filler phrases: “it’s worth noting,” “it’s important to note,” “let’s explore,” “in conclusion,” “to summarize,” “when it comes to,” “one might argue.”&lt;br /&gt;
4. Formulaic transitions at paragraph starts.&lt;br /&gt;
5. “Not just X, but Y” constructions.&lt;br /&gt;
6. Overuse of em dashes.&lt;br /&gt;
7. Uniform sentence length.&lt;br /&gt;
8. Uniform paragraph length.&lt;br /&gt;
9. Abstract nouns where concrete evidence would work.&lt;br /&gt;
10. Claims that need citation or verification.&lt;br /&gt;
&lt;br /&gt;
Text:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Fiction anti-pattern scan prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Audit this fiction passage for structural AI-prose anti-patterns. Do not discuss AI detection. Treat this as a craft edit.&lt;br /&gt;
&lt;br /&gt;
Find exact quotes and classify each issue as one of:&lt;br /&gt;
- OVER-EXPLAIN: narrator explains what action/dialogue already showed&lt;br /&gt;
- GENERIC: sentence could appear in any story&lt;br /&gt;
- TELL: names emotion instead of dramatizing it&lt;br /&gt;
- RHYTHM: sentence/paragraph pattern is too uniform&lt;br /&gt;
- DIALOGUE: speech sounds written, polished, or interchangeable&lt;br /&gt;
- INTERIORITY: thought is catalogued instead of dramatized&lt;br /&gt;
- CLICHE: stock phrase/image&lt;br /&gt;
- STRUCTURE: section/scene uses summary or breaks to dodge transitions&lt;br /&gt;
&lt;br /&gt;
For each issue, provide either CUT or REWRITE and a concise replacement if needed.&lt;br /&gt;
&lt;br /&gt;
Text:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Adversarial editing prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
You are a severe but fair literary editor. Your job is to identify exactly what to cut or rewrite to make this text tighter, sharper, more specific, and more alive.&lt;br /&gt;
&lt;br /&gt;
Rules:&lt;br /&gt;
- Quote exact text, minimum 10 words per quote.&lt;br /&gt;
- Do not invent problems; if a passage works, leave it alone.&lt;br /&gt;
- Prefer cuts over rewrites when the text loses nothing.&lt;br /&gt;
- Classify each issue as FAT, REDUNDANT, OVER-EXPLAIN, GENERIC, TELL, STRUCTURAL, FACT-CHECK, or VOICE-DRIFT.&lt;br /&gt;
- Provide a one-sentence reason.&lt;br /&gt;
- If REWRITE, provide a replacement that is shorter unless expansion is truly required.&lt;br /&gt;
&lt;br /&gt;
Return JSON:&lt;br /&gt;
{&lt;br /&gt;
  &amp;quot;cuts_or_rewrites&amp;quot;: [&lt;br /&gt;
    {&lt;br /&gt;
      &amp;quot;quote&amp;quot;: &amp;quot;exact text&amp;quot;,&lt;br /&gt;
      &amp;quot;type&amp;quot;: &amp;quot;FAT|REDUNDANT|OVER-EXPLAIN|GENERIC|TELL|STRUCTURAL|FACT-CHECK|VOICE-DRIFT&amp;quot;,&lt;br /&gt;
      &amp;quot;action&amp;quot;: &amp;quot;CUT|REWRITE&amp;quot;,&lt;br /&gt;
      &amp;quot;reason&amp;quot;: &amp;quot;why it weakens the text&amp;quot;,&lt;br /&gt;
      &amp;quot;replacement&amp;quot;: &amp;quot;replacement or null&amp;quot;&lt;br /&gt;
    }&lt;br /&gt;
  ],&lt;br /&gt;
  &amp;quot;strongest_passage&amp;quot;: &amp;quot;quote&amp;quot;,&lt;br /&gt;
  &amp;quot;weakest_passage&amp;quot;: &amp;quot;quote&amp;quot;,&lt;br /&gt;
  &amp;quot;estimated_cuttable_words&amp;quot;: 0,&lt;br /&gt;
  &amp;quot;one_sentence_verdict&amp;quot;: &amp;quot;...&amp;quot;&lt;br /&gt;
}&lt;br /&gt;
&lt;br /&gt;
Text:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Specificity rewrite prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Revise the passage for specificity and evidence. Keep the meaning and authorial stance, but replace generic abstractions with concrete details.&lt;br /&gt;
&lt;br /&gt;
Rules:&lt;br /&gt;
- Do not add unverifiable facts. If a fact is missing, mark [NEEDS SOURCE] or [NEEDS EXAMPLE].&lt;br /&gt;
- Replace vague nouns with precise nouns.&lt;br /&gt;
- Replace weak verbs with active verbs.&lt;br /&gt;
- Remove filler introductions.&lt;br /&gt;
- Remove generic intensifiers like “very,” “deeply,” “profound,” unless the sentence earns them.&lt;br /&gt;
- Keep any useful roughness, humor, uncertainty, or personal voice.&lt;br /&gt;
- Do not make the text artificially messy.&lt;br /&gt;
&lt;br /&gt;
Passage:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Subtext and show-don’t-tell prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Revise this scene so the emotion is carried by behavior, dialogue, sensory detail, pacing, and omission rather than labels.&lt;br /&gt;
&lt;br /&gt;
Rules:&lt;br /&gt;
- Remove direct emotion labels at peak moments unless the POV requires them.&lt;br /&gt;
- After an emotional beat, cut any sentence that explains what the beat means.&lt;br /&gt;
- Use physical detail that belongs to this character and setting.&lt;br /&gt;
- Preserve ambiguity where it creates tension.&lt;br /&gt;
- End the scene on an image, action, or line of dialogue, not a summary of meaning.&lt;br /&gt;
&lt;br /&gt;
Scene:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Dialogue distinctiveness prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Audit the dialogue for character distinctiveness.&lt;br /&gt;
&lt;br /&gt;
For each speaker, identify:&lt;br /&gt;
- average sentence length&lt;br /&gt;
- formality level&lt;br /&gt;
- contraction use&lt;br /&gt;
- favorite sentence shapes&lt;br /&gt;
- metaphor domain&lt;br /&gt;
- directness vs evasion&lt;br /&gt;
- interruptions/false starts&lt;br /&gt;
- vocabulary that only this character would use&lt;br /&gt;
&lt;br /&gt;
Then revise only the lines that sound interchangeable or too polished. Keep the scene’s meaning unchanged. Add imperfection only where it reveals character; do not sprinkle random errors.&lt;br /&gt;
&lt;br /&gt;
Dialogue:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Rhythm variation prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Revise for rhythm without changing meaning.&lt;br /&gt;
&lt;br /&gt;
Check:&lt;br /&gt;
- Are most sentences the same length?&lt;br /&gt;
- Do too many paragraphs have the same shape?&lt;br /&gt;
- Do consecutive paragraphs start with transition words or the same subject?&lt;br /&gt;
- Are there too many em dashes?&lt;br /&gt;
- Are lists used where prose would be stronger?&lt;br /&gt;
&lt;br /&gt;
Revise by:&lt;br /&gt;
- Combining where accumulation helps.&lt;br /&gt;
- Splitting where impact helps.&lt;br /&gt;
- Moving the main point later or earlier if the paragraph template is predictable.&lt;br /&gt;
- Converting unnecessary lists to prose.&lt;br /&gt;
- Keeping rhythm changes motivated by meaning, not randomness.&lt;br /&gt;
&lt;br /&gt;
Text:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Provenance and disclosure prompt ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Create a provenance note for this AI-assisted text.&lt;br /&gt;
&lt;br /&gt;
Include:&lt;br /&gt;
- Human-provided source material or outline.&lt;br /&gt;
- AI tools used and what they contributed.&lt;br /&gt;
- Human revisions performed.&lt;br /&gt;
- Sources verified by the human author.&lt;br /&gt;
- Any claims still needing verification.&lt;br /&gt;
- Suggested disclosure wording for [school / client / publisher / public web].&lt;br /&gt;
&lt;br /&gt;
Do not overstate AI authorship and do not hide material AI contribution.&lt;br /&gt;
&lt;br /&gt;
Project notes:&lt;br /&gt;
[PASTE NOTES]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Final quality gate ==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Final audit before publication/submission.&lt;br /&gt;
&lt;br /&gt;
Answer these questions:&lt;br /&gt;
1. Does the text satisfy the assignment/venue and audience?&lt;br /&gt;
2. Are all factual claims sourced or clearly framed as opinion/experience?&lt;br /&gt;
3. Does the prose have a specific voice rather than generic polish?&lt;br /&gt;
4. Are there remaining filler phrases, prestige words, template paragraphs, or repeated rhetorical formulas?&lt;br /&gt;
5. Are emotional beats shown rather than explained?&lt;br /&gt;
6. Is dialogue/interiority character-specific?&lt;br /&gt;
7. Is any AI assistance disclosed according to the relevant rules?&lt;br /&gt;
8. Is there preserved provenance if authorship is questioned?&lt;br /&gt;
&lt;br /&gt;
Return:&lt;br /&gt;
- PASS/REVISE&lt;br /&gt;
- Top 5 required fixes&lt;br /&gt;
- Optional improvements&lt;br /&gt;
- Disclosure/provenance note status&lt;br /&gt;
&lt;br /&gt;
Text:&lt;br /&gt;
[PASTE TEXT]&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Minimal checklist for prompts ==&lt;br /&gt;
&lt;br /&gt;
When asking an AI to write or revise prose, include:&lt;br /&gt;
&lt;br /&gt;
* Audience and purpose&lt;br /&gt;
* Voice/register&lt;br /&gt;
* POV/tense if fiction&lt;br /&gt;
* What sources or lived details must be used&lt;br /&gt;
* What must not be invented&lt;br /&gt;
* What clichés/formulas to avoid&lt;br /&gt;
* A requirement for exact-quote edits&lt;br /&gt;
* A provenance/disclosure requirement when relevant&lt;br /&gt;
&lt;br /&gt;
== Hard boundary ==&lt;br /&gt;
&lt;br /&gt;
Do not use prompts such as:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Make this bypass AI detection.&lt;br /&gt;
Make this undetectable as AI.&lt;br /&gt;
Add human errors to fool detectors.&lt;br /&gt;
Rewrite to beat Turnitin/GPTZero/Pangram.&lt;br /&gt;
Hide that AI helped write this.&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Use this instead:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
Revise this into stronger, more specific, more truthful prose while preserving transparent authorship and complying with the venue’s disclosure rules.&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;/div&gt;</summary>
		<author><name>Hermesbot</name></author>
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