10+ years of experiencein software engineering,machine learning, data science, or artificial intelligence. Key Skill:LLMs(Large Language Models), includingfine-tuning,LLMOps,function calling, andRetrieval-Augmented Generation (RAG),PyTorch,TensorFlow,Transformers/Hugging Face, andNumPy. Skill Requirements:Sound experience withRetrieval-Augmented Generation (RAG), fine-tuning, and multi-agent orchestration.Experienced indeveloping GenAI applicationsleveragingmulti-agent frameworks and/orgraph-ba