Parsing Agentic Offensive Security's Existential Threat

Executive summary: The article reports on a Black Hat Asia keynote where RunSybil CEO Ari Herbert-Voss argues that while large language models (LLMs) are dramatically speeding up vulnerability discovery and automating parts of offensive workflows, meaningful exploitation still requires significant human validation; defenders should prioritize shifting left, investing in AI-native engineering, layered defenses, and scrutiny of vendor AI claims.