Mizan Research & Development

Research publications

Studies and knowledge papers issued by Mizan’s Research & Development unit. Each publication is presented with a concise description and access to its original file.

Areas represented in the publications

The current publications span computational language research and an exploratory study of value creation through inspiration.

Computational linguistics & semantic representation

How natural language moves toward semantic representations and computational structures that support inference.

Large language models & infrastructure

Language models and the computational components used to operate them, including GPU, KV Cache, and PagedAttention.

Inspiration economy & institutional capability

The path from meaning and participation to capability and outcomes that can be measured.

Available publications

2 publications
Interpretive research study

Inspiration Economy

Origins, value logic, operating model, risks, and Mizan’s potential position

Examines inspiration economy as an emerging concept and traces how meaning can move through participation toward capability and measurable outcomes. The study notes that the term is not a unified formal economic classification.

Analytical research brief

Computational Linguistics

From meaning to an inferable computational structure

An illustrated eight-page introduction to computational linguistics, semantic representation, large language models, computational infrastructure, and practical pathways.