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Start your journey to master AI-first social data analytics. Complete lessons, earn XP, and unlock achievements as you learn.

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How Vibe Coding Actually Works

Demystifying AI: Understanding the power, limitations, and ethics of vibe coding with agentic systems

⏱️ 40 min
⭐ +75 XP
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Unit 0: Foundations

2 lessons
🤖
How Vibe Coding Actually Works
40 min • +75 XP
Start
🔍
Data Hunt - Getting Data When APIs Say No
50 min • +150 XP
Start

Unit 1: Digital Footprints & Trends

5 lessons
📈
Signals or Noise? Google Trends Analysis
25 min • +50 XP
Start
📚
Wikipedia Analysis: Content vs. Metadata
30 min • +50 XP
Start
👤
Your Digital Shadow
35 min • +50 XP
Start
⬆️
Reddit Analysis: Upvotes, Culture & Echo Chambers
25 min • +75 XP
Start
🎵
TikTok Trends: Virality, Authenticity & the FYP
25 min • +80 XP
Start

Unit 2: Text Analytics

3 lessons
💬
Reading the Room - Text Analytics Methods
65 min • +180 XP
Start
🎯
What's Everyone Talking About? - Topic Modeling
60 min • +170 XP
Start
#️⃣
Hashtag Wars - Semantic Networks
55 min • +160 XP
Start

Unit 3: Social Network Analysis

4 lessons
🕸️
Network Metrics & Centrality
30 min • +85 XP
Start
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Community Detection & Echo Chambers
30 min • +85 XP
Start
📡
Influence Mapping & Information Cascades
30 min • +85 XP
Start
🤖
Bot Detection & Network Manipulation
30 min • +85 XP
Start

Unit 4: Spatial & Contextual Analysis

1 lessons
🗺️
Where in the World? - Geomapping
70 min • +200 XP
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📖 Getting Started

New to VineAcademy?

Take a quick tour to learn what "vibe coding" means and how the CommDAAF framework helps you validate AI-generated code.

✨ Learn vibe coding basics
🔍 Understand CommDAAF validation
🚀 See how VineAcademy works
Take the Tour →
✨ New Feature

🧪 Collaborative Playground

Experience multi-model AI collaboration with GLM-5 and Kimi-K2.5. Watch them critique each other and build consensus with CommDAAF protocol.

🤝 Dual-model vibe coding
💬 Peer critique process
📊 Your own datasets
Launch Playground →