LLM Multi-Provider API Adapter Production Practices: Reducing Migration Costs with Capability Matrices, Parameter Normalization, and Response Contracts
Multi-model provider integration goes beyond a unified SDK. This article systematically covers production governance for LLM adapter layers—from capability matrices, parameter normalization, and response contracts to streaming event adaptation, tool call lifecycles, and migration replay testing—helping teams reduce model migration costs and production risks.