Visualizing the Decoherence of Arithmetic Linearity From Mapping to Measuring In the previous posts of this series, we focused on Mapping the Collatz Conjecture. We built the Collatz Periodic Table (App 4) to classify integers into “Crash Families” (r) and assign them unique coordinates. We organized the chaos. But as any physicist knows, drawing a…
In Parts 1, 2, and 3, we treated the Collatz Conjecture like a movie—we watched numbers travel through loops, spirals, and fractals. We were observers of the chaos. But as a physicist, observation isn’t enough. We need classification. Before Mendeleev created the Periodic Table, chemistry was a messy list of elements. Mendeleev realized that elements…
In my last few posts, we looked at the “loops” of the Collatz problem. We saw how positive numbers get stuck in the 4-2-1 loop, and how negative numbers have their own hidden loops in a “mirror world.” In the next post, I created an app that displayed how the collatz iterates can be obtained…
In my last post, I shared how I used AI to explore the strange “mirror world” of negative integers in the Collatz Conjecture. Today, I want to talk about why I built this visualization app in the first place. The Pen and Paper Struggle Back in 1996, and later during my PhD research, my “computer”…
It started in 1996. I was in the final year of my B.Sc., reading a journal called Resonance, when I saw a math problem that looked deceptively simple. It was the Collatz Conjecture. Five years later, after finishing my Masters in Physics, I was looking for a PhD topic and remembered that old puzzle. I…
In the age of generative AI, where tools can write entire essays in seconds, a paradox has emerged in education: while producing text has never been easier, understanding the craft of writing is at risk of being lost. Reflecting on this, I have developed the Scientific Writing Coach—not as a tool to write for you, but as a mentor to…
Have you ever asked an AI a question and gotten an answer that was technically correct but… completely unhelpful? It felt like reading a dry encyclopedia entry when what you really needed was a teacher to explain it. That exact problem has fascinated scientists for decades: How do we get a machine to do more…
As a bioinformatician, I remember the exact research question that started my journey: “Can we predict the function of hypothetical proteins from the human genome using only computational methods?” The problem was, I had no clear road map. My first year and a half felt less like a scientific investigation and more like a technician’s…
It started with a picture I found online. My brain, like any physics teacher’s, quickly put a label on it: “calorimeter.” It was a copper pot with a lid, so it seemed obvious. But something was bugging me. A normal calorimeter has a simple stirrer to gently mix the water. This one had a complex…
The Ghost in the Machine Ever felt like this? You’re in a physics class, copying formulas, and it all seems to make sense. Then you get a homework problem that’s just slightly different, and suddenly you hit a wall. Or maybe you’ve had a wrong idea stuck in your head—like the ghost of a misconception—that…