winston-document-pipeline

To convert documents into Winston assets, you attach the document and run the pipeline. The pipeline ingests the attached document, extracts structured data, and maps it to Winston entities through auditable extraction and context wiring.

Context wiring for document extraction is the process of mapping extracted structured data to Winston entities and assets. It ensures consistent data lineage by linking the ingested document content directly to downstream entities.

You enforce auditable extraction during document ingestion by using a phased delivery approach. The pipeline starts with backend extraction, moves to UI attachment, and finishes with explicit downstream writes to Winston entities.

The document-to-asset pipeline requires no external dependencies to function. It operates independently to ingest attached documents, extract relevant content into structured fields, and create Winston entities without needing additional components.

The best way to structure document ingestion for Winston entities is through a phased delivery pipeline. This approach enforces auditable writes by separating backend extraction, UI attachment, and final write or mutation integration.

You should not use a phased delivery pipeline for document extraction if your workflow does not require auditable writes or explicit downstream mutation integration to Winston. It is designed for structured, end-to-end document-to-asset workflows.