Y. RahulDevT

A comprehensive security analysis on autonomous AI-penetration testing agents is carried out, which systematically analyse representative agent architectures, characterise their trust boundaries and attack surfaces and proposes a threat taxonomy that is aligned with the lifecycle and covers LLM lifecycle attacks, agent-architecture attacks and cross-cutting behavioural attacks.