Research Areas — Emanuel Shirbint Research Review

Research Areas

Six domains span the archive. Each area page lists its constituent works with publication and peer-review status.

Governed Agent Systems
Runtime governance, provenance and execution boundaries for agentic AI.
LLM Safety and Evaluation
Measurement frameworks for adversarial robustness of LLM agents.
Human and Medical Digital Twins
Governed abductive architectures for patient and person modelling.
AI Ethics and Institutional Governance
Normative and volitional architecture upstream of AI systems.
Clinical AI
Clinical research and imaging/data methods in multiple sclerosis care.
BI/DWH and Data Architecture
Lineage, contracts and quality controls that trustworthy AI depends on.