The Text Ingestion & Source Handling Specification defines a standardized framework for importing, segmenting, and tracking textual information from a wide range of sources, including plain text files, JSON datasets, public domain corpora, and optionally scanned documents through OCR processing. The specification emphasizes data provenance, reproducibility, and contextual integrity by preserving surrounding passages, chapter and verse structures, and comprehensive metadata for every segment of imported content.
Designed for AI systems, digital libraries, research platforms, legal repositories, educational systems, and public records archives, the specification provides a vendor-neutral and self-hostable architecture that can operate entirely within local environments. Its auditability, indexing standards, and source tracking requirements make it particularly useful for applications that require verifiable citations, document transparency, and large-scale corpus management.
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:
Text Ingestion & Source Handling Specification Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $1,450 | Perpetual License |
| Medium | 21- 1000 | $5,200 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
