At Ericsson, I build RAG and agent-driven systems that generate Method of Procedure and High-Level Design documents from historical runbooks, operational procedures, and design artifacts. I use semantic retrieval, OpenAI embeddings, LLMs, and specialized domain skills to reduce manual documentation effort and improve consistency.
Previously at Colt, Acidaes, and Tech Mahindra, I delivered GenAI knowledge bases, LLaMA-based email triage, ML automation platforms, chatbots, OCR, NLP services, customer analytics, and predictive models. I bring 9+ years of software engineering experience and 5+ years focused on end-to-end ML, deep learning, and generative AI delivery.

