Living Coherence
An Independent Research Publication · Vol. III
Known Shapes
Look Up First
The Stranger Problem
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Vol. III · Methodology
Methodology
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Canonical definitions for the methodologies behind grounded AI.
Definitions in
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4 terms
LUBMU
Method
Look Up Before You Make Up (LUBMU)
AI systems should query authoritative schema definitions before generating responses, grounding output in validated structure rather than statistical patterns.
ROSETTA
Method
ROSETTA Method
Runtime Ontology Schema Editing Through Type Alignment — dynamic schema transformation preserving semantic integrity.
SAFE
Method
SAFE — Schema-Aware Foundation for Enterprise AI
Schema-Aware Foundation for Enterprise AI — a systematic methodology for grounding AI in semantic structure.
SCR
Method
Structured Context Retrieval
Retrieval approach that preserves semantic structure during context assembly, maintaining relationships that enable precise, deterministic operations.
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