Signal

AB180 Knowledge Base — Transcripts from AB180's YouTube channel, including Modern Growth Stack (MGS) conference talks, webinars, and product presentations.

What's Inside

• 88 videos from @ab180
• 68 transcripts (201,000+ words) in Korean
• Topics: growth marketing, mobile attribution, CRM, product analytics, AI/ML, game marketing, app monetization

Structure

videos/           # One markdown file per video
index.json        # Machine-readable metadata index

Video Markdown Format

Each file contains:

# Video Title

**Date:** 2025-01-15
**Duration:** 24:01
**Language:** ko
**YouTube:** https://www.youtube.com/watch?v=...

> First 200 characters of description...

---

Full transcript text...

index.json Schema

{
  "schema_version": 1,
  "generated_at": "2026-03-20T...",
  "total_videos": 88,
  "videos": [
    {
      "youtube_id": "abc123",
      "title": "...",
      "upload_date": "2025-01-15",
      "duration_seconds": 1441,
      "language": "ko",
      "word_count": 2415,
      "filename": "videos/video-title.md"
    }
  ]
}

Use Cases

• RAG / LLM Context — Feed transcripts into retrieval-augmented generation pipelines
• MCP Server — Connect to the AB180 MCP endpoint for structured access (coming soon)
• Search & Discovery — Full-text search across all AB180 presentations
• Content Repurposing — Transform talks into blog posts, summaries, or training materials

Data Source

Transcripts are auto-generated captions from YouTube, cleaned and deduplicated. Some videos (primarily English-only) may not have transcripts available.

Updates

This repository is updated periodically as new videos are published on the AB180 YouTube channel.

License

Content is provided for informational and educational purposes. All presentation content remains the intellectual property of AB180 and respective speakers.

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