You have built and shipped ML systems used by real users. - You understand how modern ML models behave — and misbehave — in production. - You write strong, production-quality code and think in systems, not scripts. - You take ownership, work independently, and push work across the finish line. - You learn fast, communicate clearly, and improve through iteration.