AI Perception Principles
Doctrine
These principles explain how AI interprets identity.
1
Machines Predict, They Don't Understand
AI uses pattern matching, not comprehension.
2
Weak Signals = Collapse
Incomplete or contradictory data causes misclassification.
3
AI Favors Common Categories
AI defaults to familiar patterns and existing classifications.
4
Definitions Outrank Stories
Structured definitions influence AI more than narrative content.
5
Retrieval Ranking Drives Visibility
How AI ranks you in its results determines your perceived importance.
6
Context Windows Shape Perception
AI's limited context means first impressions and summaries matter most.
7
Semantic Proximity Creates Association
AI groups entities based on conceptual similarity.
Understanding these principles allows you to control how AI perceives you.