ihtiaml
ihtiaml is a term used in discussions at the intersection of information technology, artificial intelligence, and machine learning. There is no widely recognized definition or formal specification for ihtiaml, and its meaning varies by author or community. In many references it is treated as an umbrella concept describing frameworks that integrate human oversight with automated analytics and decision systems.
Across usages, ihtiaml is associated with several overlapping ideas: a focus on human-in-the-loop governance and accountability;
Origins of the term are informal, appearing in academic papers, industry blogs, and design-thinking discussions rather
Critics note that the lack of consensus can hinder clear communication and benchmarking. Proponents counter that