"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.
Shadow Mode Testing
Implementing AI alongside legacy systems to evaluate performance and efficiency.
Pipeline Health
Visualizing AI predictions versus actual outcomes to optimize deployment strategies.