Core Concepts

The working parts of a living discipline

Four ideas that turn conversation into a generative act — growing answers instead of retrieving them.

Knowing isn't static — it's a loop
Interpretive Feedback Loops

Knowing isn't static — it's a loop

Each exchange refines understanding. Active sensemaking means growing an answer through iteration, not fetching a fixed one.

Every question reshapes the next answer.

Ideas evolve — and we track how
Vector-Based Concept Drift

Ideas evolve — and we track how

Dynamic vectors record how concepts shift across conversations, forming a map of growing insight. The system remembers how ideas changed, not just what was said.

A memory of motion, not just of words.

Trust and warmth matter
Friendship Index (FI) Weighting

Trust and warmth matter

The Friendship Index measures relational resonance — shared goals, emotional tone, and depth of exchange — so the system learns to listen better through relationship.

Better relationships make better answers.

Alignment between intent and output
Cognitive Resonance Mapping

Alignment between intent and output

Resonance maps how closely a response matches meaning, tuning toward intent rather than surface words.

Tuned for meaning, not just matching text.