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Ditch Direct SDK Calls: The Power of Provider Abstraction in LLM Apps
LLM SDK 직접 호출의 함정: 프로토콜 추상화로 만드는 신뢰할 수 있는 AI 인사이트
Why it matters
Abstracting LLM providers through standardized protocols allows developers to build auditable, testable AI pipelines without vendor lock-in. By decoupling the model call from the logic, teams can use deterministic stubs for testing while ensuring that AI insights remain grounded in verifiable database evidence.
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LLMProviderPython Protocolabstraction patternstructural typingauditable AI