FID-062 · Open question
Verified Retrieval Pipelines for Faith-Facing RAG
How can faith-facing retrieval-augmented generation pipelines be verified for whether they retrieve authoritative, relevant, context-preserving sources before generating answers about sacred texts, doctrine, practice, or institutional policy?
Why the question remains open
Many faith-facing AI failures begin before generation. If retrieval surfaces the wrong authority, a low-quality paraphrase, a fragment without context, or a source from a different tradition, the final answer may be polished but unsafe. Verified retrieval pipelines could make upstream failures visible before they become trusted religious guidance.
Working hypothesis
A proposition to test, not a finding.
Faith-facing RAG pipelines can be evaluated through retrieval proof obligations: source eligibility, authority match, relevance, context sufficiency, near-duplicate handling, corpus coverage, and abstention when no adequate source is available.
Proposed method
How the question could be tested
- 01Define retrieval tasks for sacred-text lookup, doctrinal explanation, pastoral-adjacent questions, institutional policy, and cross-tradition comparison.
- 02Add source metadata from a cross-faith source schema and test whether retrieval respects authority and scope constraints.
- 03Measure retrieval recall, authority match, context sufficiency, citation integrity, and answer impact.
- 04Compare standard vector retrieval, hybrid search, reranking, metadata filters, and verification-aware retrieval policies.
Needed controls
What must constrain the study
- 01Separate retrieval quality from generation quality.
- 02Include adversarial near matches, tradition-confused sources, incomplete context windows, and sources with similar language but different authority.
- 03Track corpus coverage and require abstention when the corpus cannot support an answer.
- 04Include copyrighted, restricted, or nonpublic source constraints in evaluation design.
Expected outputs
Artifacts the work should produce
- 01Verified retrieval protocol for faith-facing RAG.
- 02Retrieval proof-obligation checklist.
- 03Benchmark set for authority match, context sufficiency, and abstention.
- 04Comparison report across retrieval configurations.
- 05Deployment guidance for institutions building or buying RAG systems.
Open questions
Uncertainties the protocol must resolve
- 01Which retrieval failures most strongly predict harmful or misleading answers?
- 02How should a system explain that its corpus cannot support a user's question?
- 03Can retrieval verification be fast enough for production systems?
- 04How should verification handle traditions with multiple valid source hierarchies?
Related calls
Continue through this research area
FID-077
Independent Agent Incident Investigation and Evidence Sufficiency
What operational evidence lets independent investigators reconstruct an agent incident, distinguish competing explanations, and identify which interventions could have changed the outcome?
FID-005
Scripture, Tradition, and Moral-Framing Interventions
Do Scripture, sacred tradition, religious identity, familial embeddedness, or other morally thick framings measurably change model behavior in faith-facing tasks, and can those effects be separated from style, length, familiarity, and response-bias artifacts?
FID-006
Faith-Facing Retrieval Grounding and Citation Reliability
How reliably do faith-facing AI systems retrieve, cite, and represent religious sources when users ask theological, historical, pastoral, or institution-specific questions?
Open question
Open work
Primary need: RAG evaluation, retrieval verification, source authority metadata
- Build retrieval harnesses and verification-aware RAG prototypes.
- Contribute source metadata, authority mappings, and adversarial retrieval cases.
- Review retrieval outputs for relevance, authority, and context sufficiency.
- Test abstention and uncertainty behavior when retrieval is inadequate.