Research

Research

My research interests are broadly in AI security, software engineering, and risk analysis for agentic AI systems.

Agentic AI Risk Protection

I am working on a framework for analyzing risks in agentic AI systems. The framework connects risk categories, attack chains, system components, and protection methods.

Software Security

I have worked on detecting checked-in secrets in Android applications, especially cloud API keys embedded in APKs.

This work studies:

• Static analysis for secret detection
• Validation of exposed cloud keys
• Limitations of existing detection tools
• Long-tail Android application security

Code Summarization under Obfuscation

I am also interested in code summarization when source code has lost semantic information due to obfuscation.

This project studies:

• Information loss in method identifiers
• Context-aware code summarization
• Evaluation of generated summaries