The Architecture of Trust: Comprehensive Analysis of Adversarial Robustness, Prompt Injection Mitigation, and System Reliability in Large Language Models LLMs (2025)

1. Introduction: The Strategic Imperative of AI Robustness The deployment of Large Language Models (LLMs) has transitioned rapidly from experimental chatbots to critical infrastructure capabilities, powering autonomous agents, code generation Read More …

Adversarial AI and Model Integrity: An Analysis of Data Poisoning, Model Inversion, and Prompt Injection Attacks

Part I: The Adversarial Frontier: A New Paradigm in Cybersecurity The integration of artificial intelligence (AI) and machine learning (ML) into critical enterprise and societal functions marks a profound technological Read More …