The Discipline Map
The complete structure of AI Logic Engineering — every pillar, framework, and research track, in academic order.
§ The Structure
A single map of the discipline
The discipline is organised as a single hierarchy. Every branch links to its dedicated page. Where a track is still in development, it is marked honestly rather than presented as complete.
The Discipline
AI Logic Engineering
Human Decision Making in the Age of Artificial Intelligence
§ Structural Notes
Academic challenges to the structure
Principles as a governing layer, not a framework
The current site lists eight sub-frameworks, including an "AI Logic Engineering Principles" framework. This map consolidates Principles as a standalone pillar above the Frameworks. Academically, principles govern frameworks; they should not sit beside them. The seven frameworks are therefore presented as the operational architecture, with Principles as their governing source.
New research tracks are marked as in development
Three of the five Research tracks — AI Ready Data Principle, Human Decision Quality Index, and AI Memory Architecture — are introduced here for the first time. They do not yet have dedicated pages and currently resolve to the general Research page. They are marked "In development" to preserve academic honesty and avoid implying completed work that does not yet exist.
The map completes the institutional structure
The original hierarchy omitted Glossary, Enterprise, Blog, and Author — all of which exist as pages on the site. They are added here as top-level or supporting elements so the map reflects the full, current structure of the discipline rather than a partial view.