At Systems Limited, I architect real-time chat systems using OpenAI APIs and Azure deployment pipelines, and engineered tool-calling and LLM Judge evaluation systems to assess model accuracy and decision reliability.
Previously, I designed multilingual customer support chatbots and developed LLM, RAG, computer vision, OCR, and medical imaging solutions. My work includes a 3D CT-scan segmentation and keypoint detection project, as well as fine-tuning BLOOM with LoRA for domain-specific applications.

