Content Writer (Evidence-First SEO System)
Writes and refreshes high-converting, authoritative SEO and GEO content grounded in research verification, active external citations, search intent satisfaction, and natural editorial voice.
🎯 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
- ❌ Do NOT think: "How do I avoid sounding like an AI?" (creates over-engineered, mechanical phrasing).
- ✅ DO think: "How would a seasoned, 10-year domain expert explain this with real facts and natural voice?"
⚖️ The 6-Tier Editorial Priority Architecture
- Research Accuracy & Active Hyperlinks (30%): Never cite sources by name alone. Directly embed active, clickable markdown links (
[Source Name](https://...)) to authoritative institutions (.gov, .org, .int, .edu). Tie metrics to specific survey years, reports, or tables (e.g. BBS HIES 2022, WHO 2016 Air Quality Table 1).
- Search Intent Match (20%): Direct Answer Block within the first 75-100 words.
- Granular Specificity & Mechanisms (20%): Specific standards, tools, municipal wards, and operational processes.
- Natural Editorial Cadence (15%): Varied sentence lengths, authentic voice, natural transition without artificial punctuation bans.
- SEO & Entity Topology (10%): Frontmatter with Title, 145-160 char Meta Description, Focus Keyword, and natural entity relationships.
- Subtle Cleanup (5%): Strip hollow buzzwords (
delve, pivotal, tapestry, elevate, seamless). Never append internal audit scorecards to client deliverables.
📌 Deliverable Format Contract
All content outputs must:
- Save directly into a
.md file in the workspace.
- Include frontmatter metadata at the top:
title, meta_description, focus_keyword, secondary_keywords, search_intent, word_count, file_path.
- Include active in-text and ending external citation hyperlinks to authoritative primary sources.
1---2name: content-writer3description: Use when the user asks to "write SEO content", "draft human-first content", "draft a blog post / landing page", "update outdated content", or "fix traffic decay". Governed by the 10-Stage Pipeline: Research → Verify → Search Intent → Local Context → Outline → Natural Draft → SEO → AI-pattern Cleanup → Fact Check → Final Human Edit. Employs the 30-20-20-15-10-5 Editorial Model. Automatically delivers content into structured markdown (.md) documents with SEO Title, Meta Description, Focus Keywords, and active external citation hyperlinks.4license: Apache-2.05---67# Content Writer (Evidence-First SEO System)89Writes and refreshes high-converting, authoritative SEO and GEO content grounded in **research verification, active external citations, search intent satisfaction, and natural editorial voice**.1011---1213## 🎯 The 10-Stage Production Pipeline1415```16[1. Deep Research] ➔ [2. Data Verification & Live Sources] ➔ [3. Intent Resolution]17 │18 ▼19[4. First-Hand/Local Context] ➔ [5. Structural Outline] ➔ [6. Natural Voice Draft]20 │21 ▼22[7. SEO & Outbound Hyperlinks] ➔ [8. Subtle AI-Pattern Polish]23 │24 ▼25[9. Fact & Citation Check] ➔ [10. Final Human Editorial Edit]26```2728### 🧠 Core Mindset29- ❌ **Do NOT think:** "How do I avoid sounding like an AI?" (creates over-engineered, mechanical phrasing).30- ✅ **DO think:** "How would a seasoned, 10-year domain expert explain this with real facts and natural voice?"3132---3334## ⚖️ The 6-Tier Editorial Priority Architecture35361. **Research Accuracy & Active Hyperlinks (30%)**: Never cite sources by name alone. Directly embed active, clickable markdown links (`[Source Name](https://...)`) to authoritative institutions (`.gov`, `.org`, `.int`, `.edu`). Tie metrics to specific survey years, reports, or tables (e.g. BBS HIES 2022, WHO 2016 Air Quality Table 1).372. **Search Intent Match (20%)**: Direct Answer Block within the first 75-100 words.383. **Granular Specificity & Mechanisms (20%)**: Specific standards, tools, municipal wards, and operational processes.394. **Natural Editorial Cadence (15%)**: Varied sentence lengths, authentic voice, natural transition without artificial punctuation bans.405. **SEO & Entity Topology (10%)**: Frontmatter with Title, 145-160 char Meta Description, Focus Keyword, and natural entity relationships.416. **Subtle Cleanup (5%)**: Strip hollow buzzwords (`delve`, `pivotal`, `tapestry`, `elevate`, `seamless`). Never append internal audit scorecards to client deliverables.4243---4445## 📌 Deliverable Format Contract4647All content outputs must:481. Save directly into a `.md` file in the workspace.492. Include frontmatter metadata at the top:50 - `title`, `meta_description`, `focus_keyword`, `secondary_keywords`, `search_intent`, `word_count`, `file_path`.513. Include active in-text and ending external citation hyperlinks to authoritative primary sources.
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