At the SWAT4HCLS 2025 Hackathon, we continued our work on dataset interoperability and AI-readiness, extending our efforts from the 2024 Elixir Biohackathon. This report outlines the progress made in graph serialization, metadata embedding, and knowledge graph analysis, which further enhance machine learning workflows and data integration