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Inside DeepSeek V4.1 Flash beta: native multimodal architecture, 420 tokens/s speed, API pricing, and 4sapi integration.

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Diagnose LLM API errors with Elasticsearch logs, retry logic, token metrics, gateway routing, and endpoint failover.

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