• Evaluate new image generation and identity preservation papers and models. • Develop and deploy new versions of the image generation and image analysis pipelines • Monitor and fix production issues that impact users • Fine-tune and optimize models to improve character consistency, prompt responsiveness, and inference latency • Design and run experiments to benchmark model performance, tracking quality metrics across generations of pipeline improvements • Collaborate with cross-functional teams to translate product requirements into ML solutions and bring new generative features from prototype to production