Viral Content Deliberative Refinement - Complete Package

Transform complex ideas into content that spreads. This skill codifies the refinement process that separates forgettable posts from ones that generate discussion, shares, and action.

What You’re Getting

A production-ready system for creating viral social content across all major platforms, with integrated AI tell detection and humanization.

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File Manifest

Core Files

References (references/ folder)

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Quick Start

Installation

Claude Code:

/plugin install viral-content-forge

Claude.ai:

1. Create new Project
2. Upload SKILL.md to Project Knowledge
3. Optionally add reference files

Basic Usage

Create a viral Reddit post about [TOPIC].
Platform: r/MachineLearning
Target: technical audience who appreciates practical insights

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Integration with humanize-writing Skill

This skill integrates with the humanize-writing skill for the final polish pass. When both skills are installed, viral-content-forge automatically invokes humanize-writing to:

• Remove AI vocabulary tells
• Ensure natural sentence rhythm
• Maintain viral hooks while sounding human

Manual Fallback

If humanize-writing is unavailable, the skill includes a built-in humanization checklist.

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Key Features

Hook Architecture

• Prediction + Stakes patterns
• Tribal Identity Split patterns
• Before/After Compression patterns

Platform Optimization

• Reddit (subreddit-specific calibration)
• Twitter/X threads
• LinkedIn posts
• YouTube comments
• Hacker News

AI Tell Detection

• 100+ AI tells with replacements (text, video, thumbnail)
• Platform-specific tells (TikTok, LinkedIn, Reddit, Email)
• Video script tells
• Thumbnail text tells

Refinement Protocol

Six adversarial passes:

1. The Skeptic
2. The Expert
3. The Scroller
4. The Competitor
5. The Editor
6. NEW Thumbnail-specific passes

Research Basis

40 documented sources including:

• BuzzSumo (100M headlines)
• Netflix thumbnail personalization
• Outbrain negative superlatives study
• Academic viral content research

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Examples

Before (AI-generated):

I’m excited to share a revolutionary new approach to prompt engineering. Here’s the thing: traditional single-pass prompting is limited…

After (humanized viral):

I think deliberative refinement is the 2026 prompt technique that matters most. The core idea: you don’t ask AI for an answer—you make it defend one…

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Ethical Framework

✅ Do: Polish your own ideas, convert expertise to accessible content, learn viral mechanics

❌ Don’t: Astroturf, spread misinformation, impersonate others, engagement farm without substance

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Version & Compatibility

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Dependencies

• Optional: humanize-writing skill (for enhanced humanization pass)

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Support

For issues or feature requests, open an issue on the GitHub repository.