Chapter 8: The Validation Engine The original question was simple: can AI generate culturally authentic content that real audiences actually accept? The answer is yes. And the proof isn’t just…
Chapter 7: The Findings Three things came out of this that I didn’t fully expect going in. Directional accuracy matters more than technical perfection When Colombian listeners shared El Pico…
Chapter 6: The Scaling Framework The thesis was proven. This chapter is about how I scaled it for $500. El Pico Navideño proved the thesis. The next step was scaling…
Chapter 5: El Pico Navideño and the Christmas Arbitrage The system was built. Now it needed a real test. The opportunity was obvious once I looked for it. Latin American…
Chapter 4: The System Seeing the gap in 33 LatAm markets, building the Latin Fusion Engine, why you separated the GPTs, the production pipeline end to end. Chapter 4: The…
Chapter 3: The Messy Middle The EDM Lab was the first mistake. I assumed electronic music was the safest starting point — universal, language-agnostic, no cultural landmines. The data disagreed…
The Translation Trap and the Master Prompt The first time I asked AI to write a Latin song it failed the culture test immediately. It didn’t write like a Latin…
Why This Case Study Exists This is a live experiment with one question: can AI generate culturally relevant content that audiences enjoy. To test this, I launched a YouTube channel…
AI: Supercharging Experience and Expertise Development I’ve been thinking a lot about AI lately and exploring different ways to use it in various settings. One question that’s been on my…
This isn’t about learning faster or gaining some “unfair advantage.” It’s about understanding how AI can genuinely support the natural process your brain already uses to learn, without creating dependency…
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