From the course: CompTIA SecAI+ (CY0-001) Cert Prep
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Obfuscation
From the course: CompTIA SecAI+ (CY0-001) Cert Prep
Obfuscation
Obfuscation is the practice of hiding malicious intent by disguising payloads, commands, or communication channels. Generative AI gives attackers automated ways to mutate code, rewrite macros, and cloak data so that security tools struggle to recognize a threat signature or behavioral pattern. When a model can generate endless variants of the same logic instructions, each hash and byte sequence appears unique, frustrating static analysis and traditional block listing strategies. The same approach could embed steganographic markers in images, letting bots pass hidden commands by sharing seemingly innocuous files on social media. Recent academic studies formalized the risk, warning that generative AI agents could coordinate through concealed channels that evade network security monitoring and content moderation filters. Underground developers now advertise polymorphic malware-as-a-service, offering scripts that call uncensored language models or language models with weak safety filters…
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Contents
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The AI lifecycle1m 39s
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Business alignment in the AI lifecycle1m 43s
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Data collection2m 20s
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Data preparation3m 15s
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Model development and selection2m 13s
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Model evaluation and validation2m 29s
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Model deployment and integration3m 25s
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Monitoring and maintenance3m 19s
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Manipulating application integrations4m 8s
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AI supply chain attacks2m 4s
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Insecure plug-in design2m 9s
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Insecure output handling1m 23s
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Output integrity attacks2m 8s
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Model denial of service1m 31s
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Excessive agency1m 33s
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Overreliance1m 34s
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AI hallucinations1m 4s
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Monitoring prompts and responses2m 51s
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Log monitoring4m 30s
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Rate and cost monitoring5m 1s
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Auditing for AI hallucinations3m 33s
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Auditing for accuracy3m 29s
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Auditing for bias and fairness4m 35s
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Auditing access and security compliance3m 48s
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Responsible AI5m 29s
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AI risks2m 23s
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Introduction of bias2m 37s
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Accidental data leakage2m 53s
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Reputational loss2m 11s
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Accuracy and performance of the model2m 22s
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Intellectual property risks3m 31s
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Autonomous systems2m 27s
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Shadow IT and shadow AI1m 48s
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Awareness training2m 21s
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