System Design Patterns: From Fundamentals to Real Systems
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RAG Pipeline
1. The Incident
The support assistant tells a customer, confidently and politely, that the return window is 60 days. The customer returns a product on day 45. The policy, updated last quarter, is 30 days. The dispute escalates, and the refund is granted as goodwill. The postmortem contains this lesson's founding sentence: the model was not malfunctioning; it was out of date.
The 60-day figure lives in the model's weights. Weights are the numbers inside the model that hold what it learned at training time: a snapshot of the world as of its training data
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