recently I heard someone confidently say: “you don’t need to learn how to code anymore. nobody needs to. AI will do it for you.” this is exactly the kind of thinking that keeps pushing us further away from understanding the root of anything. if we follow that logic, then we also don’t need to teach […]
Closing This Chapter As of now, almost end of 2025, I’m wrapping up this sequence‑modeling project. Not because it failed but because it achieved exactly what it was meant to: deep technical understanding. This was never intended for production. It was designed as a laboratory for learning the lowest layers of ML architecture. And it […]
If You Were Ahead of the Curve 30 or 40 Years Ago… That means you built a first-principles understanding of computing, networks, and systems. Most people today—even in AI—are building on abstractions. But you? You understand the layers beneath. And remember: that’s not obsolete; it’s leverage. What I’m really saying is, you’re lucky if you […]
Having conducted research in computer security since 1989, I have organically learned what research truly is and what I expect from it. To start with, perhaps it’s easier to say what is not considered research. These days, when people talk about research, they’re simply referring to Googling, or better yet, ChatGPT output. Neither is research. […]
Where Curiosity Meets Chaos These days my machine learning experimental project is deep in the trenches. I’m no longer chasing novelty, I’m chasing stability. Every run, every epoch, every tensor feels like a conversation with the machine that refuses to answer clearly. The RNN repeats itself. The dropout layers don’t help. The learning rate oscillates […]
The Excitement Is Premature Everyone wants agentic AI in security. Autonomous actions. Self-healing systems. Machines making decisions… Sounds efficient. Sounds inevitable. But are you ready? Or are you just tired of doing the work yourself? “Automation without understanding is just faster confusion.” The Missing Foundation It may sound strange, but if you have never experienced […]
You probably think they are the same thing. They are not. And if you are a security practitioner or a strategic thinker, the difference is not academic, it is operational. What most people get wrong An AI agent is a component. It is a model that perceives input and produces output. Think of it as […]
…Generations have already lost their Appetite to Learn, to Explore, and to Cherish the Beauty of Science and True Knowledge, let alone Pursuing Wisdom… First of all, I think we excessively use the term “AI” irrelevantly; most of the time, I mean the term “artificial intelligence” is being overly used in a way that is […]
Essential AlgorithmsA Practical Approach to Computer Algorithms Using Python and C#by Stephens, Rod This book resonated deeply with me—especially the chapter on Sorting, which brought back memories of my first real challenge in assembly language programming. I had to sort millions of records using various algorithms to find the fastest one, and that experience shaped […]
Why I’m Beginning This Project Right now, in October 2024, I’m launching a research project built around a simple but provocative question: Can network behavior be modeled the same way we model language? Not as static events. Not as signatures. But as sequences with structure, grammar, and predictability. Network traffic has patterns. It has transitions. […]
First of all, I need to clarify something. Like many people, I use the term AI all the time. But what I’m really referring to is machine learning. Machines that learn. And the more I think about it, the more I believe machine learning belongs in the same category as operating systems, web browsers, and […]
The new obsession This feels like the beginning of a new religion. ChatGPT arrives, and suddenly everyone believes they’ve found the cure for everything. Every question, every confusion, every gap in understanding, now delegated to a chatbot. The same pattern repeats: a new tool, a new promise, a new exhaustion. People forget that every tool […]