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OneTriangle is an AI inference platform designed to reduce the time and cost of serving large language models. It uses cross-model KV cache transfer to run prefill tasks on a smaller model while using a larger model for decoding, helping improve first-token response times and reduce inference costs for long-context workloads.
The platform provides managed access to open-weight language models from providers such as Meta, Alibaba Cloud, Mistral, Google, and DeepSeek. OneTriangle handles model serving and GPU infrastructure, allowing teams to integrate optimized inference with minimal configuration changes. Its model-pair routing evaluates quality and latency, using the standard inference path when the optimized approach does not meet performance requirements.
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