February 11, 2026
Red Teaming Methodologies: Manual, Automated, and Hybrid
Generative AI (GenAI) red teaming demands diverse methodologies to uncover vulnerabilities effectively in large language models, multimodal systems, and agentic applications. As capabilities advance in 2026, single-method approaches prove insufficient against evolving threats like multi-turn jailbreaks, tool misuse, and emergent misbehavior.
Three primary methodologies dominate the field: manual, automated, and hybrid. Each offers unique strengths, limitations, and ideal use cases. Combining them strategically maximizes coverage, depth, and efficiency while aligning with practical constraints like time, budget, and expertise.