At Deloitte-USI, I own end-to-end delivery of Generative AI and LLM-based solutions on AWS. I designed RAG pipelines for 5,000+ multi-format documents, improving retrieval precision and response relevance by 30%+.
I also architected multi-agent LLM systems and deployed FastAPI inference services on AWS ECS, Lambda, and API Gateway to support 500+ TPS. I built evaluation and observability pipelines with guardrails and PII redaction for enterprise applications.
At WESEE, Ministry of Defence, I developed computer vision systems using PyTorch and YOLOv5, and an AI voice assistant integrating LLMs, NLP, and speech recognition. Earlier at Amdocs, I developed the One Click Billing tool, reducing manual effort by 90%, and implemented CI/CD pipelines that reduced deployment time by 75%.
