[Verse 1] Shadows creep through neural networks, pixels dancing with deceit FGSM whispers poison, making classifiers retreat PGD strikes with precision, C and W attacks unfold Your model thinks a stop sign says "go fast" when pixels are retold [Chorus] Guard the gates, scan the weights, adversaries never sleep Evasion, poisoning, extraction schemes run deep ATLAS maps the battlefield, OWASP shows the way Train robust, filter hard, keep the threats at bay [Verse 2] Backdoors hide in training sets, sleeping until they wake Model inversion steals your secrets, every gradient's at stake Prompt injection hijacks minds, jailbreaking through the code Supply chain carries malice in each dependency you load [Chorus] Guard the gates, scan the weights, adversaries never sleep Evasion, poisoning, extraction schemes run deep ATLAS maps the battlefield, OWASP shows the way Train robust, filter hard, keep the threats at bay [Bridge] Sanitize your inputs, sandbox every call Guardrails stand between you and a devastating fall Adversarial training makes your networks battle-tested NIST framework guides you, every risk assessed [Verse 3] Direct attacks through prompts, indirect through uploads Model stealing mirrors yours through carefully crafted loads Dependency confusion plants trojans in your stack Weight manipulation turns your fortress into hack [Chorus] Guard the gates, scan the weights, adversaries never sleep Evasion, poisoning, extraction schemes run deep ATLAS maps the battlefield, OWASP shows the way Train robust, filter hard, keep the threats at bay [Outro] In the lab we test defenses, image classifiers under fire Every vulnerability conquered lifts security higher
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