Research 2024–2025

Intuition Machine

A 12-slide forensic investigation into a YouTube tarot channel suspected of algorithmic authorship.

Built after hours while employed full-time, the project cross-examines transcribed tarot videos against personal journal entries using NLP transcript analysis, audio waveform comparison, and metadata pattern detection. It asks what happens when belief and automation start speaking the same language.

The Investigation

Intuition Machine — Slide Deck Preview

Methodology

NLP Transcript Analysis

Cross-examining transcribed tarot videos against personal journal entries. Pattern matching at scale.

Audio Waveform Comparison

Analyzing vocal patterns, pacing, and audio signatures across hundreds of videos.

Metadata Pattern Detection

Upload timing, title structures, thumbnail consistency. The fingerprints of automation.

"My attention became training data. It didn't know me. It recognized the patterns — just like I did. I'm still subscribed. Still listening. Because the system works. And I'm still in the loop."

What Came Next

The investigation became an architecture. The patterns, methods, and production logic uncovered in Intuition Machine became the foundation for White Soul Tarot — an autonomous content production pipeline that generates daily tarot readings across video, image, and social platforms.

See White Soul Tarot →