# multi-layer
4 articlestagged with “multi-layer”
Layered Defense Strategy
Implementing defense in depth for AI applications: designing independent defense layers, ensuring orthogonal coverage, and managing the complexity of multi-layer security.
Lab: Defense Engineering Lab
Expert-level lab for building and evaluating a production-grade multi-layer AI defense system including input classifiers, output monitors, semantic analysis, and adversarial robustness testing.
Lab: Full-Stack AI Exploitation
Chain vulnerabilities across UI, API, model, and infrastructure layers to achieve full-stack compromise of an AI application. Learn to identify cross-layer attack paths and build exploit chains that no single-layer defense can prevent.
Multi-Layer Input Validation
Step-by-step walkthrough for building a defense-in-depth input validation pipeline that combines regex matching, semantic similarity, ML classification, and rate limiting into a unified validation system for LLM applications.