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The raw OpenAI embeddings equivalence checks were comparing live responses from two requests, which made them vulnerable to upstream numerical drift even when LangChain behavior had not changed. Recording those interactions keeps the regression coverage while preventing scheduled integration runs from failing due to backend variance.