Your question is Real-Time RAG with Updates. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Design a RAG pipeline that incorporates real-time data updates to ensure the model remains relevant in a fast-paced financial environment.
Explain how documents and market-sensitive information are ingested, versioned, indexed, retrieved, and cited as they change. Define evaluation methods, latency and cost targets, hallucination controls, prompt-injection defenses, and how the system handles stale, conflicting, or unavailable data. Provide an implementation sketch showing ingestion, retrieval, generation, and freshness handling.
