Founding Principles
The discipline rests on four founding principles — load-bearing commitments that distinguish HI-Centric-AI from generic human-centered framings and from autonomy-maximalist agentic programs.
- Principle One
Human intelligence is the structural center.
Artificial intelligence systems architected to this discipline are organized around named human authority. A domain expert — someone whose judgment within a field can be located, attributed, and defended — sits at the structural center. The artificial intelligence surrounding this center exists to amplify the expert's cognition, extend its reach, and compound its institutional value. The discipline does not admit systems in which authority is anonymous, ambient, or unaccounted for.
- Principle Two
Knowledge is bounded by design.
The knowledge an artificial intelligence system operates within should be deliberately scoped, deliberately curated, and deliberately defended. Generic claims and unbounded substrates are excluded as a matter of philosophical commitment. The discipline holds that no such system can be reasoned about — clinically, legally, fiduciarily, scientifically — unless the knowledge it operates within is bounded, its boundaries are articulated, and its contents are inspectable. Bounded knowledge is the precondition of accountable artificial intelligence in any serious domain.
- Principle Three
Authority is hierarchical and explicit.
In every system architected to this discipline, who decides what is named, located, and defensible. The discipline does not admit the diffuse human-in-the-loop framings under which humans are said to oversee artificial intelligence without anyone being accountable. In their place the discipline holds operational sovereignty — a named expert, exercising a named judgment, within a named scope of decision. Implicit authority is not authority; it is the absence of authority politely described.
- Principle Four
Use compounds the system.
An artificial intelligence system architected to this discipline grows more valuable the longer it operates. The use of the system deepens the knowledge it works within; the decisions of the named expert accumulate as precedent; the system, properly architected, compounds rather than depreciates. Value compounding under operation is the discipline's distinctive property, and the clearest mark of a system that participates in a profession rather than merely performing a task.