Category: Security Tools
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The Confusion Between Scanning and Testing
The Illusion of Coverage Many still confuse vulnerability scanning with penetration testing.They sound similar. They are not. One is automated noise.The other is a human discipline. A scan gives you a list.A pentest gives you a story. Lists are comfortable. They feel complete.Stories are uncomfortable. They expose what actually breaks. Most organizations choose comfort. Getting…
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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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When Are You Ready For Agentic AI Security?
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…
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Agentic AI vs. AI agent: why the confusion will cost you
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…
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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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How to choose a vendor in context of infosec goods and services
a new label doesn’t create a new capability.” know what you actually need most people start with vendors before they start with themselves. that is the first mistake. if you don’t know what problem you are solving, every vendor suddenly looks “perfect”. it’s like walking into a hardware store without knowing if you need a…
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Security solution which acts like traditional painkiller
most security solutions are like traditional painkillers, we certainly feel better after talking them, but the root cause of pain remains intact and unresolved! as long as we do not address root cause of security incidents and vulnerabilities, we will be feeling better from short-term pain relief of “Security Solutions” and then suffering again soon…
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zero-trust: reselling old under a different name
the market has been acting as a reseller since late 90’s. we simply resell an old solution under a different shiny name again and again. one of the best examples is zero trust. with all noises around this concept, poor desperate companies waiting to resolve their security issues, or perhaps thirsty budgets waiting to find…
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Does AI help us in security operations?
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…
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*DR
security community has been certainly obsessed with creating a new acronym every day instead of focusing on techniques and enhancing what is already there. basically we do not even try to enhance any thing, we just need to understand definitions and satisfy what has already been stated. XDR is one of those things now particularly…