Module causal_analysis 

Causal chain analysis for discovering cause-effect paths (Phase 2.3) Causal Chain Analysis (Phase 2.3)

This module implements causal chain discovery and temporal validation. It finds paths between cause and effect entities, validating temporal ordering.

Example: Query “What caused the fall of Athens?” should find: Plague → Weakened Athens → Sparta attacked → Athens fell

Each step is validated for temporal consistency (t1 < t2 < t3).

Structs

CausalAnalyzer

Analyzer for finding causal chains in the knowledge graph

CausalChain

A complete causal chain from cause to effect

CausalStep

A single step in a causal chain