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AI features depend on model providers, retrieval systems and tools that fail or slow down. This guide covers designing degradation per feature: timeouts, circuit breakers, secondary models with pre-tested prompts, classic non-AI paths, cached outputs, queues and honest messaging, plus testing fallbacks before you need them.
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