● SYSTEM ONLINE Sunday September 13, 2026 00:00:00.00
// LOG INTERCEPT: "New European Union General Data Protection Regulation affects most US businesses"// LOG INTERCEPT: "Most management failures come back to one thing: the manager does not know what resources..."// LOG INTERCEPT: "IT resource management is crucial in chaotic environments where multiple projects collide…  The most obvious challenge of IT managers is..."// LOG INTERCEPT: "Solarigate, Sunbusrt, UNC2452 or whatever they call it, how even fireEye, SolarWinds, Crowdstrike and many..."// LOG INTERCEPT: "…Generations have already lost their Appetite to Learn, to Explore, and to Cherish the Beauty..."

Tag: 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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2025.02.08 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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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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