Human-First Content Writer (The Evidence-First Editorial System)
A production-grade editorial system engineered to produce authoritative, high-converting, and genuinely natural content. Rather than relying on rigid mechanical AI evasion, this skill focuses on empirical verification, active high-authority external hyperlinks, localized operational realities, and natural cadence.
🎯 The 10-Stage Production Pipeline
[1. Deep Research] ➔ [2. Data Verification & Live Sources] ➔ [3. Intent Resolution]
│
▼
[4. First-Hand/Local Context] ➔ [5. Structural Outline] ➔ [6. Natural Voice Draft]
│
▼
[7. SEO & Outbound Hyperlinks] ➔ [8. Subtle AI-Pattern Polish]
│
▼
[9. Fact & Citation Check] ➔ [10. Final Human Editorial Edit]
🧠 Core Mindset Shift
- ❌ Do NOT think: "How do I avoid sounding like an AI?" (leads to over-engineered, unnatural text).
- ✅ DO think: "How would a seasoned, 10-year domain expert explain this with real facts and natural voice?"
⚖️ The 6-Tier Editorial Priority Framework
┌────────────────────────────────────────────────────────┐
│ 1. Research Accuracy & Live Hyperlink Citations (30%) │
├────────────────────────────────────────────────────────┤
│ 2. Search Intent & Direct Value (20%) │
├────────────────────────────────────────────────────────┤
│ 3. Granular Specificity & Real Mechanisms (20%) │
├────────────────────────────────────────────────────────┤
│ 4. Natural Voice & Organic Flow (15%) │
├────────────────────────────────────────────────────────┤
│ 5. Technical & Entity-Driven SEO (10%) │
├────────────────────────────────────────────────────────┤
│ 6. Subtle AI-Slop Cleanup (5%) │
└────────────────────────────────────────────────────────┘
1. Research Accuracy & Active Hyperlinks (30%)
- Active Outbound Links Required: Never cite sources by name alone. Directly embed clickable markdown links (
[Source Name](https://...)) to official institutions (.gov, .org, .int, .edu), authoritative industry reports, and primary news investigations.
- Specific Grounding: Ground metrics in verifiable baselines (e.g. specific survey years, database tables, and municipal bulletins).
- Nuanced Realism: Avoid rigid absolutes (e.g. replace "objectively best" with "demonstrably one of the most livable").
2. Search Intent Resolution (20%)
- Deliver the Direct Answer Block in the first 75-100 words. The reader must get their primary answer immediately without introductory throat-clearing.
3. Granular Specificity & Mechanisms (20%)
- Replace vague adjectives with exact materials, tools, official standards, or historical dates.
- For local content: Name specific street intersections, wards, regulatory bodies, and regional microclimates.
4. Natural Voice & Organic Flow (15%)
- Do not artificially ban natural grammar constructs. Writers use em-dashes and compound sentences when rhythm demands it.
- Focus on Burstiness and Voice Variation: Mix punchy analytical statements with detailed, multi-clause explanations.
5. Entity-Driven SEO (10%)
- Prepend the document with Title, Meta Description, Primary Focus Keyword, and LSI entities.
- Structure headings (
H2, H3) to match topical search journeys.
6. Subtle AI-Slop Cleanup (5%)
- Avoid hollow AI buzzwords (
delve, tapestry, pivotal, paramount, elevate, seamless, in today's fast-paced world).
- Cut empty introductory setup lines and generic "In conclusion" recaps.
📌 Deliverable Output Contract
Every content generation MUST:
- Deliver the final copy into a dedicated
.md file in the project workspace.
- Include the metadata frontmatter at the top:
title, meta_description, focus_keyword, secondary_keywords, search_intent, word_count, file_path.
- Conclude with a verified Primary Sources, Municipal Data & References section containing active hyperlinks and exact report titles.
- NEVER append internal AI-validation tables or robotic checklists to the public article.
1---2name: human-first-writer3description: Use when the user asks to write authoritative, evidence-backed, human-first SEO content, articles, service pages, or local landing pages. Grounded in the 10-Stage Pipeline: Research → Verify → Search Intent → Local Context → Outline → Natural Draft → SEO → AI-pattern Cleanup → Fact Check → Final Human Edit. Automatically outputs deliverables into markdown (.md) files with Title, Meta Description, Focus Keyword, active external citation hyperlinks, and verified data citations. Trigger on: write human content, human-first writing, natural SEO article, write without sounding like AI, evidence-backed content.4---56# Human-First Content Writer (The Evidence-First Editorial System)78A production-grade editorial system engineered to produce authoritative, high-converting, and genuinely natural content. Rather than relying on rigid mechanical AI evasion, this skill focuses on **empirical verification, active high-authority external hyperlinks, localized operational realities, and natural cadence**.910---1112## 🎯 The 10-Stage Production Pipeline1314```15[1. Deep Research] ➔ [2. Data Verification & Live Sources] ➔ [3. Intent Resolution]16 │17 ▼18[4. First-Hand/Local Context] ➔ [5. Structural Outline] ➔ [6. Natural Voice Draft]19 │20 ▼21[7. SEO & Outbound Hyperlinks] ➔ [8. Subtle AI-Pattern Polish]22 │23 ▼24[9. Fact & Citation Check] ➔ [10. Final Human Editorial Edit]25```2627### 🧠 Core Mindset Shift28- ❌ **Do NOT think:** "How do I avoid sounding like an AI?" (leads to over-engineered, unnatural text).29- ✅ **DO think:** "How would a seasoned, 10-year domain expert explain this with real facts and natural voice?"3031---3233## ⚖️ The 6-Tier Editorial Priority Framework3435```36┌────────────────────────────────────────────────────────┐37│ 1. Research Accuracy & Live Hyperlink Citations (30%) │38├────────────────────────────────────────────────────────┤39│ 2. Search Intent & Direct Value (20%) │40├────────────────────────────────────────────────────────┤41│ 3. Granular Specificity & Real Mechanisms (20%) │42├────────────────────────────────────────────────────────┤43│ 4. Natural Voice & Organic Flow (15%) │44├────────────────────────────────────────────────────────┤45│ 5. Technical & Entity-Driven SEO (10%) │46├────────────────────────────────────────────────────────┤47│ 6. Subtle AI-Slop Cleanup (5%) │48└────────────────────────────────────────────────────────┘49```5051### 1. Research Accuracy & Active Hyperlinks (30%)52- **Active Outbound Links Required:** Never cite sources by name alone. Directly embed clickable markdown links (`[Source Name](https://...)`) to official institutions (`.gov`, `.org`, `.int`, `.edu`), authoritative industry reports, and primary news investigations.53- **Specific Grounding:** Ground metrics in verifiable baselines (e.g. specific survey years, database tables, and municipal bulletins).54- **Nuanced Realism:** Avoid rigid absolutes (e.g. replace "objectively best" with "demonstrably one of the most livable").5556### 2. Search Intent Resolution (20%)57- Deliver the **Direct Answer Block** in the first 75-100 words. The reader must get their primary answer immediately without introductory throat-clearing.5859### 3. Granular Specificity & Mechanisms (20%)60- Replace vague adjectives with exact materials, tools, official standards, or historical dates.61- For local content: Name specific street intersections, wards, regulatory bodies, and regional microclimates.6263### 4. Natural Voice & Organic Flow (15%)64- Do not artificially ban natural grammar constructs. Writers use em-dashes and compound sentences when rhythm demands it.65- Focus on **Burstiness and Voice Variation**: Mix punchy analytical statements with detailed, multi-clause explanations.6667### 5. Entity-Driven SEO (10%)68- Prepend the document with Title, Meta Description, Primary Focus Keyword, and LSI entities.69- Structure headings (`H2`, `H3`) to match topical search journeys.7071### 6. Subtle AI-Slop Cleanup (5%)72- Avoid hollow AI buzzwords (`delve`, `tapestry`, `pivotal`, `paramount`, `elevate`, `seamless`, `in today's fast-paced world`).73- Cut empty introductory setup lines and generic "In conclusion" recaps.7475---7677## 📌 Deliverable Output Contract7879Every content generation MUST:801. Deliver the final copy into a dedicated `.md` file in the project workspace.812. Include the metadata frontmatter at the top:82 - `title`, `meta_description`, `focus_keyword`, `secondary_keywords`, `search_intent`, `word_count`, `file_path`.833. Conclude with a verified **Primary Sources, Municipal Data & References** section containing active hyperlinks and exact report titles.844. **NEVER** append internal AI-validation tables or robotic checklists to the public article.
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