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Insights & Perspectives
Deep dives into causal AI, enterprise infrastructure, security, engineering, and leadership — from 27 years of building at scale.
AI from Scratch #1: Your Brain is a Neural Network (Literally)
You already know how neural networks work — you just don't know it yet. Every time you catch a ball, recognize a face, or learn from a mistake, your brain is doing exactly what AI does.
AI from Scratch #2: Netflix Knows You Better Than Your Friends
How does Netflix know you'll love a show you've never heard of? The same way your best friend picks the perfect restaurant — by knowing your patterns better than you do.
AI from Scratch #3: Why Autocomplete Gets Smarter Over Time
You finish your best friend's sentences all the time. ChatGPT does the same thing — except it read the entire internet first. Here's how language models actually work.
AI from Scratch #4: How AI Learned to Beat You at Video Games
You trained your dog with treats. You learned to skateboard by eating pavement. AI learns the exact same way — by trying stuff, failing, and chasing rewards.
AI from Scratch #5: How Your Phone Recognizes Your Face (Even with Sunglasses)
You can spot your best friend across a packed cafeteria in half a second. Your phone does the same thing — here's how computer vision actually works.
AI from Scratch #6: How AI Creates Art from Words
Type 'a golden retriever giving a TED talk about quantum physics' and AI will draw it. Here's how text-to-image AI actually works — and why it starts with pure static.
Why Causal AI Will Replace Correlation-Based Systems
The difference between P(Y|T,X) and P(Y|do(T)) is worth billions. Here's why enterprises need to move beyond statistical shadows to causal understanding.
AI from Scratch #7: Why AI Can Be Accidentally Unfair
If you only ever ate your mom's cooking, you'd think that's what all food tastes like. AI has the same problem — it can only know what it's been trained on.
AI from Scratch #8: How AI Learns Shortcuts (Just Like You)
Learning Spanish after French is way easier than starting from zero. AI does the same thing — it transfers knowledge between tasks. Here's why that's a game-changer.
AI from Scratch #9: When AI Starts Making Its Own Decisions
There's a big difference between asking for directions and handing someone your car keys. AI agents don't just answer questions — they take actions. Here's how.
AI from Scratch #10: Will AI Take Your Job? (Honest Answer)
Calculators didn't replace mathematicians. ATMs didn't replace banks. Here's what actually happens when AI changes the world — and why the answer should make you optimistic.
Zero Trust at Scale: Lessons from a $200M SOC Transformation
Building an autonomous security operations center with agentic AI, zero-trust architecture, and real-time threat hunting — before the industry had a name for it.
CCIE to Causal AI
The path from writing C code for card payment security to founding an AI company was never straight — but every step built toward the same insight.
Building AI-Native Platforms for Service Providers
Service providers face a unique challenge: delivering enterprise-grade security, communications, and DDI at massive scale while keeping costs viable. AI-native architecture is the answer.
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