At Nokia Corporation, I developed LLM-based agents by fine-tuning Qwen and Llama models with PyTorch, SFT, and QLoRA, and integrating RAG workflows to improve team productivity.
I also contributed to cloud-native 4G network software and maintained IMS core-network software. I deployed and managed Kubernetes environments using GitOps and created Python and Bash automation tools.

