A summarization tool should inspect all active memory and logic links to produce a readable summary of the AI’s current beliefs and inference tendencies. This is essential for transparency and evaluation, especially in human-AI collaboration settings. The engine could generate concept maps, belief statements, or “self-thought” reports in .fish or shell-friendly formats.