Tag: security architecture
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AI Can Fix Code, But Not Security: The Hidden Gap in Cybersecurity
AI is powerful at code-level fixes, but real-world security issues are rarely just code problems they are system, context, and environment problems. The Myth: “AI Will Fix Security Bugs Automatically” There’s a growing assumption: “If AI can generate code, it can fix vulnerabilities too.” This works in controlled environments: But real-world security engineering looks very…
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The Hacker’s Redemption: Ethical Hacking, Attack Trees, and Modern Threat Modeling
Ethical hacking is often framed as a moral transformation: black hat to white hat, attacker to defender, sinner to savior. That framing is misleading. Modern security failures are not caused by immoral individuals. They are caused by architectural trust debt. To understand whether ethical hacking can redeem anything, we must stop talking about intent and…