Content by akshay-kireet-18 (1)

Akshay-Kireet-18 explains how to keep an Azure-based RAG system accurate as documents are uploaded, revised, and deleted. The design separates authoritative metadata, asynchronous indexing, and retrieval eligibility, using version checks, idempotent workers, reconciliation, and authorization checks to prevent stale or deleted content from reaching model responses.