Soyeon Park
MULTILANG
AI Agents for Bug Discovery & Exploitation
INFRA
LLM Dev Infra
Samsung Research America
From Harness to Vulnerability: AI Agents for Code Comprehension and Bug Discovery
Beneath the Exploit: The Groundwork That Makes Bug Hunting Possible When people hear about AI agents finding vulnerabilities, they often imagine the spectacular finale: an exploit payload triggering a crash, or a carefully crafted generator slipping past validation layers. But here’s the truth: none of that would have been possible without groundwork laid by three quieter agents. Before any exploit can be created, the system must answer harder, subtler questions: