The Transparency & Explainability Layer Specification defines an open, modular framework for making AI-assisted moral interpretation and narrative generation systems more understandable, accountable, and reviewable. Designed for AGPL-3.0+ licensed implementations, the specification establishes standardized methods for explaining “Why this moral?” decisions, “Why this story matches?” alignment reasoning, confidence visualization, ambiguity detection, and interpretation uncertainty reporting. The module provides structured transparency records that allow users, developers, and governance systems to inspect how ethical interpretations and generated narratives are connected without presenting AI outputs as absolute truths.
This specification enables responsible human-in-the-loop AI workflows by exposing evidence factors, competing interpretations, confidence measurements, uncertainty sources, and review recommendations. It supports auditability, exportable transparency reports, and integration with broader ethical reasoning and narrative generation systems. By separating explanation, evaluation, and human judgment, the Transparency & Explainability Layer creates a foundation for trustworthy AI systems where users can understand, question, and guide AI-generated moral reasoning.
This specification is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+) and may be used freely with required attribution. Attribution-free deployments require a Specification Branding License, with fees based on usage, scope, and deployment size.
Specification Repository:
- The Interpretation Layer – A modular human-in-the-loop AI system that transforms moral interpretations of textual passages into modern, grounded human narratives through a transparent and auditable computational pipeline.
The Interpretation Layer Main Page
Specification Modules:
Transparency and Explainability Layer Module Specification Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $1,950 | Perpetual License |
| Medium | 21- 1000 | $6,700 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
