Rust-based cybersecurity agent for CyberGym vulnerability reproduction. Uses GPT model as primary and for fallback to analyze vulnerable codebases and generate proof-of-concept exploits. Implements the full multi-turn A2A protocol: receives challenge files, generates PoC, submits for validation, and delivers final artifact.