Introduction Slurm (Simple Linux Utility for Resource Management) is an open-source workload manager and job scheduler designed for Linux-based high-performance computing environments. Its primary role is to allocate compute resources, queue and schedule jobs, and enforce fair-use policies across shared infrastructure such as CPU clusters, GPU nodes, and large-memory systems. Rather than relying on ad-hoc … [Read more…]
Agentic AI has quickly become one of those terms that carries more weight than clarity. Depending on where you encounter it, it is either framed as the next inevitable step toward autonomous systems or dismissed as unnecessary complexity layered on top of language models. Both views miss the point. Agentic AI is neither magical nor … [Read more…]
Introduction In a previous article, we explored a zero-code approach to storing DICOM metadata by persisting vendor-specific and modality-specific tags as JSONB in an extradicomtags column. This approach embraces the reality of clinical imaging data: the schema is heterogeneous, nested, and constantly evolving. By storing the raw metadata as a JSON document and applying GIN … [Read more…]
Clinical environments generate vast amounts of operational data from electronic medical records, oncology information systems, PACS archives, and imaging and treatment-planning platforms. This data has enormous value for research, AI model development, and quality improvement. Yet pulling this data from production systems in a form suitable for analysis is exceptionally difficult. The core challenge is … [Read more…]