Amazon Nova Challenge
Red-teaming LLM agents for code generation safety
Building red-teaming LLM agents to detect vulnerable code generation in production tasks as part of the Amazon Nova Challenge. Creating safety benchmarks for adversarial coding prompts, evaluating exploitability and model robustness.
Technologies: PyTorch, LLM Agents, AI Safety
Status: Ongoing (Feb 2026 - Present)
Key Contributions
- Developed automated red-teaming agents that identify security vulnerabilities in LLM-generated code
- Created comprehensive safety benchmarks for evaluating code generation under adversarial conditions
- Analyzed exploitability patterns across different model architectures and prompt strategies
This work contributes to making AI-powered coding assistants more secure and reliable for production use.