A person immersed in virtual reality, wearing a VR headset and holding a futuristic-looking toy gun with LED lights. The background features geometric patterns with a dimly lit atmosphere, evoking a high-tech gaming environment.
A person immersed in virtual reality, wearing a VR headset and holding a futuristic-looking toy gun with LED lights. The background features geometric patterns with a dimly lit atmosphere, evoking a high-tech gaming environment.
  • "LLM-Based Build Failure Root-Causing" (2024 ICSE Best Paper): Hierarchical attention mechanism for pinpointing failure causes.

  • "Game-Theoretic CI/CD Optimization" (2025 FSE): Multi-objective framework adopted by AWS DevOps.

  • These demonstrate pioneering work in AI-driven DevOps optimization, directly informing this project’s technical approach.

AI Optimization

Enhancing CI processes through data-driven insights and AI-driven strategies.

A hand is holding a tablet displaying an augmented reality scene. The tablet screen shows a virtual, circular architectural structure with people standing around it in an outdoor park setting. The background includes blurred figures and trees visible through large windows.
A hand is holding a tablet displaying an augmented reality scene. The tablet screen shows a virtual, circular architectural structure with people standing around it in an outdoor park setting. The background includes blurred figures and trees visible through large windows.
Shadow Mode Testing

Implementing AI alongside legacy systems to evaluate performance and efficiency.

A person is wearing a virtual reality headset and holding a motion controller device, standing in a room with a large screen displaying a virtual environment. The setting suggests a modern, high-tech atmosphere.
A person is wearing a virtual reality headset and holding a motion controller device, standing in a room with a large screen displaying a virtual environment. The setting suggests a modern, high-tech atmosphere.
Pipeline Health

Visualizing AI predictions versus actual outcomes to optimize deployment strategies.