Machine Learning Engineer with 4+ years of experience building and scaling high-impact ML systems, advanced RAG architectures, and rigorous LLM evaluation harnesses at companies like Atlassian, LinkedIn, and Amelia AI. Passionate about turning complex AI research into robust production systems, mentoring engineers, and helping professionals navigate careers in machine learning.