2+ years in ML/AI or data-focused engineering or data science roles building production systems Demonstrated experience tuning LLM applications Strong hands-on coding in Python or TypeScript ML engineering mindset beyond notebooks Comfort with SQL and complex data modeling Pragmatic, product-oriented approach Ability to design experiments, quantify improvements, and communicate trade-offs