Design, deploy, and operate scalable inference and fine-tuning services for geospatial foundation models on JAIF, including performance optimisation and reliability at scale., Build and maintain container- and cluster-based environments for AI model serving, with appropriate monitoring, logging, alerting, and deployment pipelines (versioning, promotion, rollback, reproducibility)., Implement data and model workflows for large EO datasets, covering pre-processing, model serving, post-processing, integration with data access layers, and delivery to users., Develop and document clean, stable APIs and interfaces that enable non-technical users to access AI services and integrate them into their operational workflows., Contribute to engineering best practices (CI/CD, automated testing, documentation, shared tooling), and to open-source projects, technical reports, publications, presentations, and educational activities (courses, hackathons, community events).