Working papers & field reports
Research-worthy writing from INFINITEWARE on sovereign AI systems and their applied deployment across regulated industries.
Ambient Clinical Scribing vs. Structured Post-Encounter Dictation: A Field Comparison in Multilingual GCC Settings
Which capture modality survives contact with the mixed-language reality of Gulf hospitals?
Health Data Sovereignty in the Gulf: A Governance Framework for On-Premise Clinical AI
Sovereign hosting is not a single decision but a stacked one. Its governance requires separating three distinct data classes, each carrying different regulatory, contractual, and technical obligations. Treated as one class, sovereignty becomes brittle. Treated as three, deployment patterns open up that a monolithic stance forecloses.
Clinical Documentation AI in Arabic Healthcare: A GCC-Contextual Framework
General-purpose clinical AI, trained on English corpora and evaluated against English benchmarks, fails systematically when deployed in GCC hospitals. This paper proposes four architectural requirements that jointly separate viable systems from those that fail in production, drawn from field observations of Historian deployments.