5+ years of experience building modern web applications with a focus on AI/ML technologies. Proficiency in Ruby on Rails, JavaScript, Python, or Go. Hands-on experience in AI-driven application development (experiment setup, dataset curation, model training, evaluation, deployment). Strong background in data-focused backend development and ETL processes. Experience with SQL and RDBMS (PostgreSQL preferred) and data warehousing solutions. Strong software engineering practices (coding, unit testing, code reviews, design documentation).