Reasoning System Index

Reasoning System Index

The Reasoning System is the inference layer of GEO.or.id. It transforms structured, ontology-aligned, and evidence-grounded inputs into coherent conclusions through controlled logical, probabilistic, and causal mechanisms.

This layer does not retrieve or validate data. It constructs meaning from already validated and structured evidence.

1. Reasoning System Role

Reasoning operates after evidence and ontology stabilization:

Query → Retrieval → Evidence → Ontology → Reasoning → Trust Output

Its function is controlled inference, not free-form generation.

2. Core Reasoning Engine

• Machine Reasoning
• Semantic Inference
• Causal Inference
• Multi-Hop Reasoning
• Truth Construction

3. Probabilistic Reasoning Layer

Reasoning in GEO.or.id is not deterministic. It operates under probabilistic truth constraints.

• Probabilistic Truth Model
• Context Weighting

4. Conflict & Consistency Engine

Reasoning must actively manage contradiction, not ignore it.

• Conflict Engine
• Evidence Consistency Check
• Evidence Conflict Resolution

5. Knowledge Grounding System

All reasoning must remain grounded in verified evidence structures.

• Knowledge Grounding
• Evidence Grounding Layer
• Evidence to Answer Trace

6. Synthetic Reasoning Layer

This layer enables structured abstraction without losing traceability.

• Synthetic Reality Modeling

7. Reasoning Failure System

Failure is explicitly modeled as part of system intelligence.

• Reasoning Failure Analysis

8. Entity-Level Reasoning

• Entity Resolution
• Entity Disambiguation

9. System Integration Points

Reasoning consumes structured outputs from multiple layers:

• Evidence System
• Ontology System
• Retrieval System
• Trust System

10. System Principle

• No reasoning without evidence grounding
• Contradiction must be represented, not removed
• Truth is probabilistic, not absolute
• Inference must be traceable to source structures
• Failure is a first-class system signal