SECURETARGET – Page 2 – Reframe your thinking and master the techniques to become a Secure Target!

SYS.DATE: 2026.04.17 3 min read

AI‑Washing in Cybersecurity

The market is in a phase where “AI” has become a marketing label rather than a technical description. Vendors stretch, exaggerate, or outright misrepresent what their products actually do, and the industry is quietly normalizing it. I’ve personally seen platforms confidently branded as “AI‑driven” when, under the hood, they are nothing more than deterministic playbooks, […]

#Agentic Systems #AI Misrepresentation #AI‑Washing #Automation vs Intelligence #Cybersecurity Reality #Deterministic Playbooks #Misleading AI Marketing #Operational Security Failures #Security Product Transparency #Security Vendor Claims

[ READ TRANSMISSION → ]

SYS.DATE: 2026.03.07 3 min read

The Compliance Misinterpreted!

Artificial Intelligence // Coding // Regulations // Software Development // Software Security // Vulnerabilities // March 7, 2026

When “Check-the-Box” Fails Most companies today live in a dream world. They think that passing an audit or getting a certification means their software is secure. It does not. Regulatory compliance is not security, it is just paperwork. If your software is built on a foundation of neglect, it is already waiting to be exploited. […]

#Compliance Myth #SDLC #Secure Coding #Security Culture #Software Engineering

[ READ TRANSMISSION → ]

SYS.DATE: 2026.02.11 7 min read

The One Question That Separates the Good Vendors from the Dangerous Ones

Incident Management // Security Fundamentals // Vendor Management // February 11, 2026

I have spent years watching organizations waste thousands of hours on vendor security assessments that produce nothing but noise. They send out hundred-question questionnaires. They demand SOC 2 reports. They ask for ISO certifications. They request NIST maturity scores. And at the end of all that paperwork, they still have no idea if the vendor […]

#incident management #security due diligence #tabletop exercise #third-party risk #vendor security assessment

[ READ TRANSMISSION → ]

SYS.DATE: 2026.02.07 7 min read

A Good Manager vs a Political One

Controversial // Leadership // Technology // February 7, 2026

I have talked many times about management and why I believe a manager cannot be truly effective if s/he does not understand the details of what they are managing, but there is another part of management that I think is equally important and rarely discussed honestly: “Politics“. I grew up in a culture where keeping […]

#Business Strategy #leadership #Management #Organizational Politics #Technology Management

[ READ TRANSMISSION → ]

SYS.DATE: 2026.01.03 2 min read

The Confusion Between Scanning and Testing

Security Solutions // Security Tools // Vulnerability Management // January 3, 2026

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 […]

#Cybersecurity #penetration testing #risk #scanning #security philosophy

[ READ TRANSMISSION → ]

SYS.DATE: 2025.12.26 2 min read

AI vs ML and why it is important in cybersecurity

Artificial Intelligence // Controversial // Machine Learning // Security Fundamentals // Security Solutions // Security Tools // December 26, 2025

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 […]

#artificial intelligence #Cybersecurity #InfoSec #Machine Learning #Security Tools

[ READ TRANSMISSION → ]

SYS.DATE: 2025.12.17 2 min read

you don’t need to learn how to code anymore. nobody needs to. AI will do it for you.

AI boundaries: you still need to learn how to think

Artificial Intelligence // Coding // Controversial // Security Fundamentals // Security Myths // Security Solutions // December 17, 2025

recently I heard someone confidently say: “you don’t need to learn how to code anymore. nobody needs to. AI will do it for you.” this is exactly the kind of thinking that keeps pushing us further away from understanding the root of anything. if we follow that logic, then we also don’t need to teach […]

#artificial intelligence #Coding #Critical Thinking #Cybersecurity #Education and Technology

[ READ TRANSMISSION → ]

SYS.DATE: 2025.11.27 2 min read

Finishing the Sequence‑Modeling Experiment

Artificial Intelligence // Coding // Machine Learning // November 27, 2025

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 […]

#AI #architecture #ML #modeling network behavior #network #R&D #Research #sequence

[ READ TRANSMISSION → ]

SYS.DATE: 2025.11.01 2 min read

You Cannot Audit Your Own Shadow

Security Configuration // Security Fundamentals // Security Governence // November 1, 2025

The illusion of independence In 2025, the industry still repeats the same mistake: letting the same hands build the system and then “validate” it. That is not validation. That is self‑comfort. A consultant who deploys your environment cannot be the one who tests it. A builder cannot be the judge of their own shortcuts. A […]

#Security Consultant #Security Consulting

[ READ TRANSMISSION → ]

SYS.DATE: 2025.10.29 2 min read

Your Technical Foundation Is Rare

Artificial Intelligence // Coding // Controversial // Technology // October 29, 2025

If You Were Ahead of the Curve 30 or 40 Years Ago… That means you built a first-principles understanding of computing, networks, and systems. Most people today—even in AI—are building on abstractions. But you? You understand the layers beneath. And remember: that’s not obsolete; it’s leverage. What I’m really saying is, you’re lucky if you […]

#AI and Human Creativity #Craft vs. Convenience #Digital Distraction #Engineering Philosophy #First-Principles Thinking

[ READ TRANSMISSION → ]

SYS.DATE: 2025.09.13 3 min read

Research is beyond just Googling and ChatGPT!

What is research and why is it crucial for elevating your knowledge in computer security?

Artificial Intelligence // Controversial // Machine Learning // Security Fundamentals // September 13, 2025

Having conducted research in computer security since 1989, I have organically learned what research truly is and what I expect from it. To start with, perhaps it’s easier to say what is not considered research. These days, when people talk about research, they’re simply referring to Googling, or better yet, ChatGPT output. Neither is research. […]

#AI and Search Engines #Computer Security #Cybersecurity Education #Ethical Hacking #Research Methodology

[ READ TRANSMISSION → ]

SYS.DATE: 2025.02.08 3 min read

The Middle of the Network Behavior Modeling…

Artificial Intelligence // Coding // Machine Learning // February 8, 2025

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 […]

#architecture #debugging #Machine Learning #R&D #Research #resilience

[ READ TRANSMISSION → ]