I build systems that
run without me.

AI automation, YouTube channels, and content pipelines. Everything here is built in public. Watch it, read it, or build with me.

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4YouTube channels
9Articles published
24/7Automated
Channels

Financial Reality Check

1 article

Personal finance without the fantasy. Real numbers, real math, real decisions.

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Math Unlocked

6 articles

Math explained so it finally clicks. Visual, step by step, zero gatekeeping.

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Safe Slow Music

1 article

Calm soundscapes for focus, study, and sleep.

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Selwyn Builds

1 article

Real AI automation systems, built in public. n8n, agents, and workflows that make money.

Read articles → YouTube →
Latest posts View all →
Why Summary Statistics Can Lead to Expensive Business Mistakes
Math Unlocked

Why Summary Statistics Can Lead to Expensive Business Mistakes

Learn why relying on a single average can hide the truth behind your data and lead to poor business decisions.

 Why You Should Plot Your Data Before Calculating Statistics
Math Unlocked

Why You Should Plot Your Data Before Calculating Statistics

Stop trusting single summary numbers. Learn why scatter plots are the essential first step for any data analysis or forecast.

 How to Tell the Difference Between Good and Bad Debt
Financial Reality Check

How to Tell the Difference Between Good and Bad Debt

Learn the real math behind good and bad debt to avoid common financial traps and build lasting wealth.

 Visualizing Word Vectors: How AI Models Map Language Meaning
Math Unlocked

Visualizing Word Vectors: How AI Models Map Language Meaning

Discover how word vectors use geometry to represent language meaning and how AI models learn to cluster related concepts in a high dimensional cloud.

 Why Purple Night Soundscapes Are Perfect for Better Sleep
Safe Slow Music

Why Purple Night Soundscapes Are Perfect for Better Sleep

Discover how purple night soundscapes and ambient music can calm your mind and help you fall asleep faster every single night.

 Understanding p-values and Why They Are Not What You Think
Math Unlocked

Understanding p-values and Why They Are Not What You Think

Stop misinterpreting your data. Learn what a p-value actually means and how to avoid the most common statistical mistakes.
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AI Automation Mastery. Build systems that make money while you sleep.

About

Based in the Philippines. I build AI automation systems, run multiple YouTube channels, and share the workflows publicly. Everything on this site is automated. The videos generate themselves, the blog posts write themselves, and the Discord gets pinged automatically.

I don't do theory. I build things, break things, fix them, and share the whole process so you can steal whatever's useful.

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