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// LOG INTERCEPT: "The illusion of independence In 2025, the industry still repeats the same mistake: letting the..."// LOG INTERCEPT: "We’ve reached a point where people talk about technology as if it’s the destination (look..."// LOG INTERCEPT: "If You Were Ahead of the Curve 30 or 40 Years Ago… That means you..."// LOG INTERCEPT: "I have spent years watching organizations waste thousands of hours on vendor security assessments that..."// LOG INTERCEPT: "When “Check-the-Box” Fails Most companies today live in a dream world. They think that passing..."
SECURETARGET
A Critical Lens on Tech, Power, and the People Behind It
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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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