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في هذا الدرس

notice quality decay when nothing in your code changed.

الموضوعات المخطط لها

• Sources of drift: provider model updates, changes in the knowledge data, new kinds of user questions, seasonality.
• Run the evaluation set on a schedule against production configuration; alert on score drops.
• Sample live conversations for human or automated grading and watch distributions of topics and refusal rates.
• Pinning model versions where possible reduces surprise; verify what your provider guarantees about deprecation.