Learn from in-depth articles
Weekly articles on AI, ML, Python, LangChain and the latest in the AI ecosystem - written by a Senior AI engineer.
Every Technology Was Once Magic
Long before AI, people were afraid of the printing press, electricity, and the internet. The fear always looks the same. So does what happens next.
What 'Intelligence' Has Meant, and Why the Definition Keeps Moving
A machine beats the best chess player alive. People say that's not real intelligence. A machine writes an essay. People say that's not real intelligence either. What's actually going on?
Healthcare's Oldest Promise: Catching Illness Before It Catches You
Doctors have always been pattern-readers first. AI is the newest, and possibly most powerful, chapter in a story medicine has been writing for thousands of years.
The Doctor's Real Job Was Never Just Diagnosis
If AI gets good enough to spot patterns better than any human, what's actually left for the doctor to do? More than you'd think — and it was always the harder part.
Education's Impossible Balancing Act: One Teacher, Thirty Different Minds
Every teacher has always known the real problem: one classroom, one lesson, but thirty children who each learn a little differently. AI is the newest attempt at a very old dream.
Why Every Generation Thinks the Next One's Tools Are Cheating
Calculators. Spellcheck. Search engines. Every single one was once called cheating. Here's the pattern behind why, and what it actually tells us.
The Factory Floor Has Always Been Rewritten
Steam power. Assembly lines. Robotics. AI. Work has been rewritten so many times that 'the way jobs used to be' has never actually stayed the same for very long.
Money Has Always Followed the Best Available Pattern-Finder
From handwritten ledgers to actuarial tables to algorithms, finance has always chased whatever tool could find patterns in numbers fastest. AI is simply the latest one.
The Creative Fear That Never Goes Away
Photography was going to kill painting. Synthesizers were going to kill music. Now AI is going to kill art. Here's what actually happened the last two times, and why the fear keeps returning anyway.
Getting From Here to There: Transportation's Long, Slow March Toward Autonomy
Horses to cars to self-driving vehicles — every shift in how we move took far longer to earn real trust than it took to become technically possible. That gap is the real story.
Who Do You Trust When the Machine Is Usually Right?
A tool that's right ninety-nine times out of a hundred sounds trustworthy. The real question is what happens on the hundredth time, and whether anyone's still paying attention by then.
What Fairness Means When a Machine Is Deciding
A machine trained on real, historical data will often faithfully repeat real, historical unfairness. That's not a bug hidden deep in the code. It's a mirror, and mirrors show you exactly what's already there.
The Jobs That Disappear, and the Ones That Were Never Listed
Labor history has a real, honest pattern: disappearance and creation have always happened together, at the same time, not as a tidy before-and-after story.
Privacy Was Never About Having Nothing to Hide
The old argument goes: if you've done nothing wrong, why worry about privacy? That question misunderstands what privacy was always actually for.
What We Owe Each Other in an Automated World
After the printing press, electricity, chess, doctors, teachers, painters, drivers, and jobs — one honest question remains underneath all of it, and it was never really about the machines.
Getting Started with LangChain in 2025
Learn how to build your first LLM-powered application using LangChain. We cover chains, prompts, memory, and a real-world RAG pipeline from scratch.