● SYSTEM ONLINE Sunday August 23, 2026 00:00:00.00
// LOG INTERCEPT: "GDPR: start from scratch with these primary steps Following steps can be helpful identifying where..."// LOG INTERCEPT: "this generation of developers has access to more tools than any other time in history...."// LOG INTERCEPT: "problem solving is not searching searching might give you an answer. but it won’t give..."// LOG INTERCEPT: "The Invisible Signature Every sound you make online, a voice clip, a stream, a meeting,..."// LOG INTERCEPT: "That’s the name of a book: *Doctoring Data* by Dr. Malcolm Kendrick. It teaches you..."
SECURETARGET
A Critical Lens on Tech, Power, and the People Behind It
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Category: Machine Learning

2025.12.26 ID: 570
AI vs ML in Cybersecurity

AI vs ML and why it is important in cybersecurity

we love buzzwords in cybersecurity. every few months the industry discovers a new shiny acronym, slaps it on the same old product, and suddenly we’re all supposed to believe the world has changed. now the magic word is “AI.” everything is “AI-powered,” “AI-enhanced,” “AI-driven.” but when you look under the hood, most of these so‑called […]

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2025.11.27 ID: 639

Finishing the Sequence‑Modeling Experiment

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 […]

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2025.02.08 ID: 642

The Middle of the Network Behavior Modeling…

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 […]

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2024.10.04 ID: 636

Starting the Sequence‑Modeling Experiment

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. […]

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2023.04.09 ID: 669

AI Is Like an Operating System

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 […]

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2020.11.01 ID: 750

AI or Just Another Marketing Word?

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 […]

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