Normalize uploaded documents into structured markdown, add clearer parser errors for missing dependencies, and cover the ingestion flow with backend tests. This also replaces deprecated UTC timestamp helpers in the touched backend paths so the knowledge pipeline stays warning-free. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>