OWL-Driven Semantic Subsumption (CONCEPT:KG-2.2)

Overview

Enables hierarchy-aware zero-shot ontology alignment by comparing new topological embeddings against OWL class prototypes to automatically infer and inject full class lineage.

Implementation Details

• Source Code: agent_utilities/knowledge_graph/core/semantic_subsumption.py
• Pillar: KG

Documentation Coverage

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Model Display Optimization (CONCEPT:KG-2.6)

Overview

Display-predict decoupling engine: optimizes model __str__() for LLM consumption independently of predict() logic. 5 strategies (linear_collapse, piecewise_table, symbolic_equation, coefficient_summary, adaptive/SmartAdditive). Bounded complexity budgets. Based on arXiv:2605.03808.

Implementation Details

• Source Code: agent_utilities/knowledge_graph/core/model_display.py
• Pillar: KG

Documentation Coverage

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Versioned KG Mutations (CONCEPT:KG-2.3)

Overview

Git-like transactional mutation semantics for Knowledge Graph evolution: KGTransaction (batched mutations), KGCommit (atomic application with rollback data), KGVersionEngine (commit/rollback/diff), KGDiff (structural diff between graph versions). Derived from Evolving Idea Graphs (arXiv:2605.04922v1).

Implementation Details

• Source Code: agent_utilities/knowledge_graph/core/kg_versioning.py
• Pillar: KG

Documentation Coverage

This is an auto-generated dedicated concept page to ensure 100% documentation coverage across the ecosystem.