# multi-layer
4 artikelengetagd met “multi-layer”
Strategie voor gelaagde verdediging
Defense in depth implementeren voor AI-applicaties: onafhankelijke verdedigingslagen ontwerpen, orthogonale dekking borgen en de complexiteit van meerlaagse beveiliging beheersen.
Lab: verdedigingsengineering
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-misbruik
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.
Invoervalidatie in meerdere lagen
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.