An Application Integrating GPT, Claude, and Gemini Simultaneously: 6 Types of Compatibility Issues to Solve for Model Switching

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Author’s note: Multi-model applications should handle tool calling, reasoning state, streaming output, structured data, and caching differences through a unified message format, a provider adapter layer, and a model capability registry. GPT, Claude, and Gemini can all handle standard text calls, and Claude and Gemini also offer official OpenAI SDK-compatible endpoints. When a production application … Read more