Category: Application Security
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Your Threat Model Will Fail – And Here’s Why
There’s a quiet assumption baked into most security programs: “If we threat model well enough, we can predict and prevent attacks.” That assumption is wrong. Not because threat modeling is useless but because it is fundamentally incomplete by design. If you’re building modern systems, cloud-native, distributed, AI-driven, your threat model will fail. The only question…
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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…