projects

selected research and engineering projects.

Projects

AERIC

Monitoring hidden-state shifts to detect implicit harmfulness during dialogue.

SafeMate

Emergency response and preparedness assistant chatbot developed through Urban Information Lab work.

Web-SUMO

Traffic information digital twin combining regional traffic data, SUMO simulation, and reinforcement-learning ideas.

MemeInterpret

Dataset work for multimodal meme understanding with captions, surface messages, and background knowledge.

Ready2Interview

HackTX project combining document RAG, web search, ASR, and LLM feedback for interview practice.

Code Switch ASR

Speech recognition experiments for utterances where multiple languages appear together.