Inspectable Reasoning
Inspectable Reasoning refers to reasoning processes that can be examined, reconstructed, and evaluated after they occur. It emphasizes transparency of thought rather than merely the visibility of outcomes.
Outputs vs Reasoning
Many systems record results but not the reasoning that produced them. Reports, recommendations, and decisions may survive, while the reasoning behind them disappears.
Inspectable reasoning preserves the chain of thought that led to those results.
Reasoning Lineage
Inspectable reasoning allows later observers to answer questions such as:
- What problem was being addressed?
- What assumptions were considered?
- How did the reasoning evolve?
- Why was a particular conclusion accepted?
Human–AI Collaboration
AI systems can assist in identifying assumptions, mapping inference chains, and highlighting inconsistencies.
Human participants remain responsible for judgment, interpretation, and final decisions.
From Reasoning to Infrastructure
Within the PKOS framework, inspectable reasoning is preserved through structured reasoning artifacts such as Pay-It-Forward Records (PIFRs).
These artifacts allow reasoning to accumulate while remaining reconstructable.
Part of the PKOS Lexicon.