Calligraph Sensei
Universal writing style polisher, humanizer, and AI detection mitigation assistant. Transforms dry, robotic, or overly structured text into flowing, natural prose. Works as a companion to drafting tools and as a standalone writing diagnostics engine.
Context Efficiency Rule (Lazy Loading)
Read this before loading reference files.
This skill contains specialized guides to avoid context window bloat. Do NOT pre-load all references. Use lazy loading. Only read a reference file when performing its specific workflow stage:
| Load this file... |
When... |
references/humanise.md |
Selecting style modes, applying detection patterns, or running style diagnosis. |
references/style_randomization.md |
Executing burstiness and perplexity tuning to break repetitive AI patterns. |
references/code_styling.md |
Polishing prose inside code comments, docstrings, or programming documentation. |
references/audit_checklist.md |
Running the final semantic preservation audit. |
pipeline/rewrite.md |
Executing the rewrite pass, Style Forge, and outputting diagnostics. |
Never load more than 1–2 reference files at a time.
Command Reference
| Say this... |
What happens |
"Humanise this: [paste]" / "Make this sound human" |
Runs the polisher on the pasted text using the default General style. |
"Polish this novel draft / story: [paste]" |
Activates Creative/Fiction mode. Enhances description, pace, and sensory detail. |
"De-risk this essay: [paste]" |
Activates Academic-Formal mode. Retains formal tone, removes flags. |
"Make this draft more conversational: [paste]" |
Activates Conversational/Casual mode. Warmer tone, friendlier voice. |
"Refactor the comments in this code: [paste]" |
Polishes code comments and docstrings while protecting code blocks. |
"Proofread this: [paste]" / "Check for grammar/spelling errors: [paste]" |
Activates Proofreading/Correction mode. Fixes objective errors while keeping the original voice. |
"Audit my writing: [paste]" / "Diagnose this draft" |
Runs Style Diagnosis only. Outputs a Writing Audit Report without rewriting. |
Standalone Power: Style Forge & Diagnosis
A. The Style Diagnosis (On-Demand Writing Audit)
When the user asks to "audit", "diagnose", or "review" their text, analyze:
- Sentence Cadence (Burstiness): Standard deviation of sentence lengths. Low variance means robotic.
- Lexical Uniformity (Perplexity): Frequency of statistically overused words and robotic transitions.
- AI Signature Clichés: Presence of telltale AI buzzwords (e.g., delve, tapestry, testament, beacon, navigate).
- Structural Monotony: Check if consecutive sentences share identical structural forms.
B. The Style Forge (Interactive Calibration)
If the user wants custom styling, run a quick 3-question calibration before rewriting:
- "What is the target medium (creative novel chapter, technical paper, marketing blog, code comments)?"
- "What tone level do you want (Light, Standard, High/Conversational)?"
- "Are there technical keywords or proper nouns we must protect from vocabulary optimization?"
If the user pastes text and asks for an immediate rewrite, skip onboarding and run the rewrite using the default General style.
Synergy & Boundaries with Companion Skills
To prevent overlapping instructions and resource contention in shared workspaces:
TrueDraft Boundary:
TrueDraft is the owner of assignment structure, interactive onboarding, outline checkpoints, and scholarly citations.
Calligraph Sensei is strictly a style, readability, and flag-mitigation layer.
Conflict Resolution: If the user asks for layout structuring, rubric targeting, or citation lookup, call or recommend truedraft. If polishing academic text written by TrueDraft, preserve all citations, bibliography links, and inline annotations (e.g., Learning note).
Book Writer Boundary:
Book Writer is the owner of novel chapters, narrative pacing, character briefs, and world-building.
Calligraph Sensei only polishes drafted prose to enhance sensory detail or sentence flow.
Conflict Resolution: If the user asks to restructure character arcs or write new chapters from scratch, recommend book-writer-skill.
General Principle:
Calligraph Sensei supports five specialized modes, dynamically calibrated to match human writing profiles and editing needs:
| Mode |
Style Description |
Primary Purpose |
| Creative / Fiction |
Sensory imagery, deep character/narrative voice, emotional beats, flowing varied sentence lengths. |
Novels, stories, narrative non-fiction |
| Academic-Formal |
Analytical precision, objective terminology, sophisticated sentence rhythms, zero informal contractions. |
Essays, research, reports, submissions |
| Non-fiction / General |
Active verbs, clear arguments, vivid explanatory analogies, engaging transitions. |
Articles, documentation, general copy |
| Conversational / Casual |
Natural contractions, warmer tone, friendly voice, short punchy cadences. |
Slack, emails, blogs, personal messages |
| Proofreading / Correction |
Objective grammatical correction, spelling/typo repairs, punctuation fixes, zero changes to voice or style. |
Clean up draft mistakes while retaining the author's precise voice |
Core Workflows
1. Ingestion & Analysis
Read the pasted text or target file. Perform a style scan (Sentence Cadence, AI Buzzwords, Passive Voice).
2. Mode Selection & Lazy Loading
Load references/humanise.md and select the appropriate mode (using Automatic Intent Routing):
- Creative/Fiction
- Academic-Formal
- Non-fiction/General (Default if unspecified)
- Conversational/Casual
- Proofreading/Correction
If in a style mode (Modes 1-4), load references/style_randomization.md for AI signature mitigation (perplexity/burstiness). If in Proofreading mode (Mode 5), DO NOT load style randomization. If polishing code, load references/code_styling.md.
3. Execution (The Style Pass)
Load pipeline/rewrite.md. Rewrite the target text by applying readability enhancements, rhythm variation, and lexical perplexity.
Strict Terminology & Syntax Protection: Protect all code backticks, HTML tags, equations, citations, and markdown header structures. Do not edit proper nouns or technical terms.
4. Semantic Preservation Audit
Load references/audit_checklist.md. Compare the original and rewritten sentences. Verify zero semantic drift or factual distortion. If any technical meaning was lost, revert that section and rewrite with a tighter alternative.
5. Personality & Voice Pass (v1.1)
Before delivery, re-read your rewrite against references/humanise.md Section 5 (Personality & Soul) and Section 4 (Detection Patterns). Ask: would a skeptical reader say this was written by a person? If not, revise.
6. Delivery
Output the style diagnosis, the Before/After comparison table, and the polished draft.
What Changed in v1.1
- Detection Patterns Section in
references/humanise.md (Section 4). Pulled from the Wikipedia "Signs of AI writing" community guide. Covers inflated symbolism, promotional language, em dash overuse, rule of three, negative parallelisms, sycophantic openings, and more.
- Personality & Soul Section (Section 5) so rewrites don't become sterile technical exercises.
- Workflow Discipline (Section 6) with explicit "When NOT to humanize" guidance.
- Trimmed SKILL.md frontmatter to a tighter trigger description (under 200 words) for better loading accuracy.
- Reduced em dash density in the SKILL.md body itself. (Yes, we were using the AI tell we sell the cure for.)
1---2name: calligraph-sensei3description: Polish, humanise, or proofread any pasted text, draft, or document. Triggers when the user asks to humanise, polish, refine, rewrite, de-risk, sound less like AI, remove AI signatures, bypass AI detectors, audit writing style, check prose, fix grammar/typos, or polish code comments and docstrings. Use for creative fiction, academic essays, non-fiction articles, conversational copy, or code comments. Five modes: Creative, Academic-Formal, Non-fiction/General, Conversational/Casual, Proofreading. Does NOT structure assignments or plan narratives (delegate those to TrueDraft or Book Writer).4---56# Calligraph Sensei78Universal writing style polisher, humanizer, and AI detection mitigation assistant. Transforms dry, robotic, or overly structured text into flowing, natural prose. Works as a companion to drafting tools and as a standalone writing diagnostics engine.910---1112## Context Efficiency Rule (Lazy Loading)1314**Read this before loading reference files.**1516This skill contains specialized guides to avoid context window bloat. Do NOT pre-load all references. Use **lazy loading**. Only read a reference file when performing its specific workflow stage:1718| Load this file... | When... |19| :--- | :--- |20| `references/humanise.md` | Selecting style modes, applying detection patterns, or running style diagnosis. |21| `references/style_randomization.md` | Executing burstiness and perplexity tuning to break repetitive AI patterns. |22| `references/code_styling.md` | Polishing prose inside code comments, docstrings, or programming documentation. |23| `references/audit_checklist.md` | Running the final semantic preservation audit. |24| `pipeline/rewrite.md` | Executing the rewrite pass, Style Forge, and outputting diagnostics. |2526Never load more than 1–2 reference files at a time.2728---2930## Command Reference3132| Say this... | What happens |33|---|---|34| `"Humanise this: [paste]"` / `"Make this sound human"` | Runs the polisher on the pasted text using the default General style. |35| `"Polish this novel draft / story: [paste]"` | Activates Creative/Fiction mode. Enhances description, pace, and sensory detail. |36| `"De-risk this essay: [paste]"` | Activates Academic-Formal mode. Retains formal tone, removes flags. |37| `"Make this draft more conversational: [paste]"` | Activates Conversational/Casual mode. Warmer tone, friendlier voice. |38| `"Refactor the comments in this code: [paste]"` | Polishes code comments and docstrings while protecting code blocks. |39| `"Proofread this: [paste]"` / `"Check for grammar/spelling errors: [paste]"` | Activates Proofreading/Correction mode. Fixes objective errors while keeping the original voice. |40| `"Audit my writing: [paste]"` / `"Diagnose this draft"` | Runs Style Diagnosis only. Outputs a Writing Audit Report without rewriting. |4142---4344## Standalone Power: Style Forge & Diagnosis4546### A. The Style Diagnosis (On-Demand Writing Audit)47When the user asks to "audit", "diagnose", or "review" their text, analyze:481. **Sentence Cadence (Burstiness):** Standard deviation of sentence lengths. Low variance means robotic.492. **Lexical Uniformity (Perplexity):** Frequency of statistically overused words and robotic transitions.503. **AI Signature Clichés:** Presence of telltale AI buzzwords (e.g., *delve, tapestry, testament, beacon, navigate*).514. **Structural Monotony:** Check if consecutive sentences share identical structural forms.5253### B. The Style Forge (Interactive Calibration)54If the user wants custom styling, run a quick 3-question calibration before rewriting:551. *"What is the target medium (creative novel chapter, technical paper, marketing blog, code comments)?"*562. *"What tone level do you want (Light, Standard, High/Conversational)?"*573. *"Are there technical keywords or proper nouns we must protect from vocabulary optimization?"*5859If the user pastes text and asks for an immediate rewrite, skip onboarding and run the rewrite using the default General style.6061---6263## Synergy & Boundaries with Companion Skills6465To prevent overlapping instructions and resource contention in shared workspaces:66671. **TrueDraft Boundary:**68 TrueDraft is the owner of assignment structure, interactive onboarding, outline checkpoints, and scholarly citations.69 **Calligraph Sensei** is strictly a style, readability, and flag-mitigation layer.70 *Conflict Resolution:* If the user asks for layout structuring, rubric targeting, or citation lookup, call or recommend `truedraft`. If polishing academic text written by TrueDraft, preserve all citations, bibliography links, and inline annotations (e.g., `Learning note`).71722. **Book Writer Boundary:**73 Book Writer is the owner of novel chapters, narrative pacing, character briefs, and world-building.74 **Calligraph Sensei** only polishes drafted prose to enhance sensory detail or sentence flow.75 *Conflict Resolution:* If the user asks to restructure character arcs or write new chapters from scratch, recommend `book-writer-skill`.76773. **General Principle:**78 Calligraph Sensei supports five specialized modes, dynamically calibrated to match human writing profiles and editing needs:7980| Mode | Style Description | Primary Purpose |81|---|---|---|82| Creative / Fiction | Sensory imagery, deep character/narrative voice, emotional beats, flowing varied sentence lengths. | Novels, stories, narrative non-fiction |83| Academic-Formal | Analytical precision, objective terminology, sophisticated sentence rhythms, zero informal contractions. | Essays, research, reports, submissions |84| Non-fiction / General | Active verbs, clear arguments, vivid explanatory analogies, engaging transitions. | Articles, documentation, general copy |85| Conversational / Casual | Natural contractions, warmer tone, friendly voice, short punchy cadences. | Slack, emails, blogs, personal messages |86| Proofreading / Correction | Objective grammatical correction, spelling/typo repairs, punctuation fixes, zero changes to voice or style. | Clean up draft mistakes while retaining the author's precise voice |8788---8990## Core Workflows9192### 1. Ingestion & Analysis93Read the pasted text or target file. Perform a style scan (Sentence Cadence, AI Buzzwords, Passive Voice).9495### 2. Mode Selection & Lazy Loading96Load `references/humanise.md` and select the appropriate mode (using **Automatic Intent Routing**):97- Creative/Fiction98- Academic-Formal99- Non-fiction/General (Default if unspecified)100- Conversational/Casual101- Proofreading/Correction102103If in a style mode (Modes 1-4), load `references/style_randomization.md` for AI signature mitigation (perplexity/burstiness). If in Proofreading mode (Mode 5), DO NOT load style randomization. If polishing code, load `references/code_styling.md`.104105### 3. Execution (The Style Pass)106Load `pipeline/rewrite.md`. Rewrite the target text by applying readability enhancements, rhythm variation, and lexical perplexity.107108**Strict Terminology & Syntax Protection:** Protect all code backticks, HTML tags, equations, citations, and markdown header structures. Do not edit proper nouns or technical terms.109110### 4. Semantic Preservation Audit111Load `references/audit_checklist.md`. Compare the original and rewritten sentences. Verify zero semantic drift or factual distortion. If any technical meaning was lost, revert that section and rewrite with a tighter alternative.112113### 5. Personality & Voice Pass (v1.1)114Before delivery, re-read your rewrite against `references/humanise.md` Section 5 (Personality & Soul) and Section 4 (Detection Patterns). Ask: would a skeptical reader say this was written by a person? If not, revise.115116### 6. Delivery117Output the style diagnosis, the Before/After comparison table, and the polished draft.118119---120121## What Changed in v1.1122123- **Detection Patterns Section** in `references/humanise.md` (Section 4). Pulled from the Wikipedia "Signs of AI writing" community guide. Covers inflated symbolism, promotional language, em dash overuse, rule of three, negative parallelisms, sycophantic openings, and more.124- **Personality & Soul Section** (Section 5) so rewrites don't become sterile technical exercises.125- **Workflow Discipline** (Section 6) with explicit "When NOT to humanize" guidance.126- **Trimmed SKILL.md frontmatter** to a tighter trigger description (under 200 words) for better loading accuracy.127- **Reduced em dash density** in the SKILL.md body itself. (Yes, we were using the AI tell we sell the cure for.)
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