# Interpretability and Explainability Markets are probabilistic systems, and intelligence must be explainable to be trustworthy. DeciAI embeds interpretability directly into its output format, providing metadata that clarifies: * Why a signal was generated * Which clusters or holders contributed to the event * How risk or capital concentration evolved over time * What assumptions or thresholds were activated This transparency enables users and machines to evaluate confidence and context around signals. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.deciai.vip/design-principles/interpretability-and-explainability.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.