Audits Calibrated Explanations (CE) plugin implementations to ensure compliance with architectural contracts and registry trust rules.
The CE Plugin Audit skill provides a specialized framework for verifying that plugins within the Calibrated Explanations ecosystem adhere to strict architectural decision records (ADRs). It automates the inspection of plugin metadata, capability tags, and interval calibrator protocols, ensuring that custom explanation methods remain mathematically sound and properly integrated. By enforcing boundaries between core logic and plugin extensions, this skill helps developers maintain the reliability of calibration guarantees, such as Venn-Abers logic, while ensuring optimal performance through lazy loading and proper logging practices.
主要功能
01Audits for lazy imports and mandatory fallback visibility
