08 Workflows

08. Platform Workflows

1. Document Ingestion Pipeline

1. Input file ingested via DocumentParser (backend/services/ingestion/document_parser.py).
2. Parsed text converted into ASST tree by ASSTEngine (backend/services/document_service/asst_engine.py).
3. Chunks indexed in Qdrant; entity nodes/edges merged into Neo4j graph.

2. Living Documentation Impact Diff Workflow

1. Editor change triggers LivingDocsImpactAnalyzer (backend/services/document_service/impact_analyzer.py).
2. Downstream impacted entities identified via Neo4j Cypher traversals.
3. Side-by-side diff recommendations generated for human Steward review.
4. Celery background task (celery_app.py) updates search indexes upon approval.