Reasoning

Reasoning: Providing structural tools and methods that guide model thinking, improve transparency, and support meaningful generalization.

These aren’t separate concerns — in modern AI workflows, alignment depends on structured reasoning, and reasoning is guided by the goal of human alignment.

• Causality
  • Structural causal models
  • Counterfactuals and interventions
  • Causal inference in ML and AI safety
• Graph-Based Reasoning
  • GraphRAG (Graph-enhanced Retrieval-Augmented Generation)
    • Knowledge graph-guided retrieval pipelines
    • Interpretable memory structures
  • Knowledge Graphs
    • Ontologies and structured semantic reasoning
    • Context-aware generation in LLMs