There is a point in every industry where you have to step out of the weeds and look at the whole landscape. AI has reached that point. The mainstream conversation is stuck on the technical treadmill: new models, new infrastructure, new GPUs, new frameworks, new benchmarks. All fascinating, no doubt. But fascination is not the […]
The Short Answer Yes, but not for the same reasons we once did. These days, learning assembly isn’t about speed or necessity. It’s about understanding the machine beneath the abstraction. The Shift Back in the day, you wrote assembly because it was fast, direct, and satisfying. You didn’t need a compiler, you were the compiler. […]
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 […]
…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 […]
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. […]
it does but only if it is originated from a intelligent programmer. AI is as smart as the people who did its modeling. an artificial intelligence cannot be more intelligent than its origination. presuming AI will be helping us securing cyberspace is like presuming we will have a accurate Accounting system or flawless GL just […]
Multiple reputable security solutions in the market that calls itself AI, including some I have personally used, is not even close to what I would consider an AI system. So I started asking a simple question: is there anyone actually checking these claims? The answer is not very encouraging. The term AI has become another […]