Support students by staffing office hours for conceptual help and debugging, and by giving check-offs to evaluate learning following each problem set.

Researched and prototyped a spec-driven development framework for measuring and validating LLM code and test generation performance.

Worked on transitioning the existing backend from Java to Django REST, rewriting services and ensuring that all endpoints and integrations functioned correctly within the new framework.

Designed and implemented a React-based web interface for indexing and searching VCF files using RLZ compression.

Optimized an open-source thermal hydraulic code for dryout prediction analysis, validated results using the Groeneveld Lookup Table with 5,000–10,000 data points, and synthesized complex concepts like Navier-Stokes equations into clear articles for team understanding.