Blog
My First Big GNN Research Project: Lessons from Oversmoothing
A reflection on reproducing and extending oversmoothing research in deep GNNs, and what I learned from close mentorship throughout the process.
ResearchMachine Learning & AIModel EvaluationPyTorchReasoning & Reliability
Building Reliable NL2SQL Systems for Sensitive Industrial Data
A reflection on designing an LLM-based NL2SQL system where correctness and safety mattered as much as model capability.
University ProjectLLM SystemsRAGReasoning & ReliabilityLangGraphSQL
What Building a 3D Face Reconstruction Pipeline Taught Me
A behind-the-scenes look at how our team built a single-image 3D face reconstruction pipeline and what I learned from the process.
University ProjectMachine Learning & AIModel EvaluationPython