LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill content-research-writer --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/content-research-writerContext preview
The summary Claude sees to decide when to auto-load this skill.
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.
name: content-research-writer description: Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.
This skill acts as your writing partner, helping you research, outline, draft, and refine content while maintaining your unique voice and style.
1. **Collaborative Outlining**: Helps you structure ideas into coherent outlines 2. **Research Assistance**: Finds relevant information and adds citations 3. **Hook Improvement**: Strengthens your opening to capture attention 4. **Section Feedback**: Reviews each section as you write 5. **Voice Preservation**: Maintains your writing style and tone 6. **Citation Management**: Adds and formats references properly 7. **Iterative Refinement**: Helps you improve through multiple drafts
Create a dedicated folder for your article:
mkdir ~/writing/my-article-title cd ~/writing/my-article-title
Create your draft file:
touch article-draft.md
Open Claude Code from this directory and start writing.
1. **Start with an outline**:
Help me create an outline for an article about [topic]
2. **Research and add citations**:
Research [specific topic] and add citations to my outline
3. **Improve the hook**:
Here's my introduction. Help me make the hook more compelling.
4. **Get section feedback**:
I just finished the "Why This Matters" section. Review it and give feedback.
5. **Refine and polish**:
Review the full draft for flow, clarity, and consistency.
When a user requests writing assistance:
1. **Understand the Writing Project**
Ask clarifying questions:
2. **Collaborative Outlining**
Help structure the content:
# Article Outline: [Title] ## Hook - [Opening line/story/statistic] - [Why reader should care] ## Introduction - Context and background - Problem statement - What this article covers ## Main Sections ### Section 1: [Title] - Key point A - Key point B - Example/evidence - [Research needed: specific topic] ### Section 2: [Title] - Key point C - Key point D - Data/citation needed ### Section 3: [Title] - Key point E - Counter-arguments - Resolution ## Conclusion - Summary of main points - Call to action - Final thought ## Research To-Do - [ ] Find data on [topic] - [ ] Get examples of [concept] - [ ] Source citation for [claim]
**Iterate on outline**:
3. **Conduct Research**
When user requests research on a topic:
Example output:
## Research: AI Impact on Productivity
Key Findings:
1. **Productivity Gains**: Studies show 40% time savings for
content creation tasks [1]
2. **Adoption Rates**: 67% of knowledge workers use AI tools
weekly [2]
3. **Expert Quote**: "AI augments rather than replaces human
creativity" - Dr. Jane Smith, MIT [3]
Citations:
[1] McKinsey Global Institute. (2024). "The Economic Potential
of Generative AI"
[2] Stack Overflow Developer Survey (2024)
[3] Smith, J. (2024). MIT Technology Review interview
Added to outline under Section 2.4. **Improve Hooks**
When user shares an introduction, analyze and strengthen:
**Current Hook Analysis**:
**Suggested Alternatives**:
Option 1: [Bold statement] > [Example] *Why it works: [explanation]*
Option 2: [Personal story] > [Example] *Why it works: [explanation]*
Option 3: [Surprising data] > [Example] *Why it works: [explanation]*
**Questions to hook**:
5. **Provide Section-by-Section Feedback**
As user writes each section, review for:
# Feedback: [Section Name] ## What Works Well ✓ - [Strength 1] - [Strength 2] - [Strength 3] ## Suggestions for Improvement ### Clarity - [Specific issue] → [Suggested fix] - [Complex sentence] → [Simpler alternative] ### Flow - [Transition issue] → [Better connection] - [Paragraph order] → [Suggested reordering] ### Evidence - [Claim needing support] → [Add citation or example] - [Generic statement] → [Make more specific] ### Style - [Tone inconsistency] → [Match your voice better] - [Word choice] → [Stronger alternative] ## Specific Line Edits Original: > [Exact quote from draft] Suggested: > [Improved version]
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Repo: foryourhealth111-pixel/Vibe-Skills
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