I developed a mental health platform using Flutter and NestJS, with PostgreSQL and Redis supporting its backend. I built real-time chat with Socket.IO and Redis queues, and implemented secure REST APIs with JWT authentication.
The platform also included therapist matching, booking, wallet, and billing modules. I improved backend reliability with heartbeat and cleanup mechanisms.
At Innodata, I performed annotation and evaluation for large language models, including text and multimodal workflows using MultiMango. I identified inconsistencies and edge cases to help maintain dataset quality.
As a freelance AI Data Annotator / LLM Evaluator at TELUS International, I evaluated and classified LLM responses across diverse datasets. I’ve also built AI content tools using LLM APIs and an email classification system with FastAPI and Gradio.

