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- Expand intro to cover Git (dict/code_files) and stream (StreamMessage/.content) return shapes, which the previous two-class split omitted - Add missing imports and AgentContext setup to the Source 1 internal-docs snippet (NameError on copy-paste) - Add advanced_analytics=True to ContextGraph in both Business Examples (required for extract_entities=True to populate graph analytics) - Replace bare `pass` credential with YOUR_DB_PASSWORD placeholder to match the YOUR_*_KEY convention used elsewhere - Guard nullable description/resolution columns in ticket_texts with `(r[...] or '')` to prevent TypeError on NULL rows - Replace misleading time.sleep() rate-limit advice with accurate description of RESTIngestor's built-in 429 retry/backoff and how to tune it