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A reproducible adversarial ML lab that demonstrates TextFooler, BERTAttack, and DeepWordBug attacks against transformer-based sentiment models, with Docker automation and adversarial security reporting.
Autonomous AI-powered SOC Security Agent & Real-Time Threat Classifier for Linux VPS servers. Features a fine-tuned DistilBERT transformer (48 attack classes), DDoS anomaly detector, system resource monitor , central alert engine with HTML email reporting, and REST health diagnostics.
Prompt injection is a type of attack where malicious users craft prompts that trick or manipulate a language model into: - Ignoring system-level or developer instructions - Producing harmful, biased, or manipulated content - Bypassing safety mechanisms or revealing hidden data