Proven experience in a hands-on software engineering or ML engineering role. Strong programming proficiency in Python (3.10+). Hands-on experience with Google Cloud Platform (GCP), especially with AI/ML services (Vertex AI, AIPlatform) and data services (BigQuery, Cloud Storage). Demonstrable experi