Production Patterns

Real-world patterns for deploying knowledge systems.

Prerequisites

File	What It Shows
01_multi_source_rag.py	Loading from files, URLs, and text in one batch
02_knowledge_lifecycle.py	Insert, skip-if-exists, remove, and status tracking
03_multi_tenant.py	Knowledge isolation per tenant with isolate_vector_search
04_error_handling.py	Idempotent inserts, batch error handling, verification

bash

.venvs/demo/bin/python cookbook/07_knowledge/03_production/01_multi_source_rag.py