4+ years of product management experience, preferably in AI-focused companies 3+ years hands-on experience with modern AI/ML technologies Familiarity with Python and ML frameworks (PyTorch, TensorFlow, scikit-learn) Direct experience with large language models, fine-tuning, and deployment Knowledge of transformer architectures and neural network fundamentals Experience with vector databases Knowledge of AI safety, ethics, and responsible AI practices Familiarity with AI APIs and integration patterns Experience with data preprocessing, feature engineering, and model validation Proven track record launching products using agile methodologies Strong analytical skills with A/B testing and data-driven decision making