Applied AI and knowledge operations
FIDES
A controlled-domain knowledge system where AI remains subordinate to documentary evidence.
The challenge
Authoritative knowledge can be fragmented across documents, websites and formats. The system needed specialized Spanish retrieval, source authority, evidence selection and domain guardrails without implying doctrinal authority or universal correctness.
- Sector: faith-based formation and controlled-domain knowledge systems
- Classification: applied AI and governed knowledge-system project
Simplified architecture
The workflow treats corpus governance as part of the product rather than an afterthought.
- Official sources
- Discovery and extraction
- AI-assisted classification
- Validation
- Sandbox
- Domain review
- Approved corpus
- Retrieval
- Grounded response with citations
Controls and evolution
Automated discovery and classification can accelerate review, but inclusion in the approved corpus remains governed. The direction is a living knowledge system with source authority, citations, review history and explicit boundaries.
- Evidence selection and citations
- Sandbox before production inclusion
- Specialized retrieval and domain guardrails
- No claim of doctrinal endorsement or universal correctness