LLMs remain fundamentally unfixable against adversarial attacks due to inherent architectural vulnerabilities. New security research demonstrates that current alignment techniques cannot guarantee safety because adversarial prompts exploit the core probabilistic nature of transformer models. Developers must rely on defense-in-depth strategies rather than expecting model weights to ensure complete safety.
Opening Kapyn…