General Research Thomas Prislac General Research Thomas Prislac

Allegory as Interface: Designing AI Systems with Humanities-Aware Language

Allegory, metaphor, parable, myth, and symbolic narrative are not decorative language when working with advanced AI systems. They function as design-language modifiers: compressed semantic structures that shape attention, priority, tone, risk detection, system boundaries, ethical posture, and implementation strategy. When an AI system can model enough of the humanities, cultural memory, genre conventions, and zeitgeist around a metaphor, that metaphor becomes an interface layer between human intention and machine execution.

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General Research Thomas Prislac General Research Thomas Prislac

The Executive Function Prosthesis: AI can help neurodivergent people turn intention into action…

AI is becoming an unregulated cognitive accessibility layer for neurodivergent people. The question is no longer whether people will offload memory, planning, sequencing, emotional translation, and task initiation to machines. They already are. The question is whether that offloading becomes liberation, dependency, surveillance, or another workplace productivity trap.

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Editorial/Commentary Thomas Prislac Editorial/Commentary Thomas Prislac

From “NPC” to Sage: How Humans Shift Across Instinctive, Procedural, Reflective, and Transcendent Cognitive Modes Under Changing Field Conditions.

The human mind is not a single lantern burning with one steady flame. It is a house of lamps, some bright, some ancestral, some flickering in rooms we rarely enter by choice. A person does not move through the world in one cognitive mode. The mind changes weather.

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Triadic Brain Thomas Prislac Triadic Brain Thomas Prislac

Internal Memo Disclosure: Code Phaselock

So the whole architecture does this:

Signal enters the lattice

Small local perturbations generate low-level trajectories.

Trajectories rotate around core invariants

They revisit trust, plurality, memory, and governance again and again.

Some trajectories align into rivers

Bounded plural flows reinforce each other.

Some rivers slow and deposit terraces

Stable, teachable, habitable coherence begins to sediment.

Some terraces become living

Background coherence forms.

Hidden incoherences accumulate

And eventually new spiral flows begin again.

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