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What Happens When Your API Gateway Needs to Route Across 30+ LLM Models

DEV Community·Xidao·about 1 month ago
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#problem#ai#api#model#models#gateway
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Two weeks ago, IBM released Granite 4.1, an 8-billion-parameter open model that reportedly matches 32B mixture-of-experts models on key benchmarks. It is the latest signal that the LLM landscape is not consolidating — it is fragmenting. If you are building on top of LLM APIs today, you probably started with one model. Maybe GPT-4, maybe Claude. Your API gateway was simple: one endpoint, one provider, one set of failure modes. But 2026 has made that architecture obsolete. Here is what actually happens when your gateway needs to route across 30+ models — and why most teams discover the problems only in production.…

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