bibliotecario

To sanitize documents for Qdrant and Neo4j indexing, the system removes PII while preserving semantic structure, then structures chunks, embedding metadata, and graph relationships into a Processing package for downstream vector and graph database ingestion.

Immutable document persistence in cognitive ingestion is the secure vaulting of sanitized material into a Raw path, ensuring traceability and governance by deriving a document_id from the content hash and generating a vault_manifest.json for provenance.

To generate a vault manifest with content hashing, the system processes human-approved documents, derives a unique document_id from the content hash, and automatically emits a vault_manifest.json file containing the required provenance and indexing metadata.

Yes, cognitive ingestion requires human approval before document sanitization and vaulting, operating within a staged workflow where an approved document triggers the removal of sensitive data and immutable persistence in the vault.

The best way to structure chunks and graph metadata for Neo4j and Qdrant is to persist the sanitized document immutably, then automatically prepare a Processing package that structures chunks, embedding metadata, and graph-ready relationships for indexing.

Document ingestion triggers a downstream Scientist stage automatically to enable system evolution, ensuring that once the vault_manifest.json is generated and indexing artifacts are prepared, the pipeline advances to the next cognitive processing phase.