AI Agent Smart Contract Exploit Generation

Understand

Smart contract vulnerabilities have led to billions in losses, yet finding actionable exploits remains challenging.

• Traditional fuzzers rely on rigid heuristics and struggle with complex attacks, while human auditors are thorough but slow and don't scale.
• Large Language Models offer a promising middle ground, combining human-like reasoning with machine speed.
• Early studies show that simply prompting LLMs generates unverified vulnerability speculations with high false positive rates.