GURUCorpus and provenance
Check source owner, edition, language, date, document status, and the boundary of permitted use.
Quality method
How Janus.Guru measures a working contour
A fluent answer is not enough. We separate corpus readiness, retrieval, evidence, and human responsibility so each failure has an owner.
Quality method
Four gates before a result
The same order is used for a public demo and a private pilot.
Retrieval benchmark
Run versioned control questions with expected sources and track availability, Hit@k, Recall, MRR, and nDCG.
Grounded answer
Show the retrieved fragments and refuse a final claim when the selected corpus does not provide enough basis.
Human decision
Legal interpretation, publication, official response, and access policy stay with the responsible specialist.
QazKnowledge
Scientific status: editorial review in QazKnowledge
Janus.Guru uses established retrieval and provenance practices, but it does not call the product scientifically proven until a claim-to-evidence passport is published and reviewed.
Quality method
QazKnowledgeWhat must be published next
A claim-to-evidence passport, benchmark fixture, and review record make the scientific status auditable.