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Together AI

一个运行和训练开源 AI 模型的云平台。Together AI 为流行的开源模型(Llama、Mistral、Qwen 等)提供有竞争力价格的推理 API,再加上 fine-tuning 和自定义训练基础设施。由 AI 研究者创立,他们也贡献开源研究并发布了自己的模型。

为什么重要

Together AI 是想用开源模型的团队的首选 self-hosting 替代方案。不用管自己的 GPU 服务器和模型服务基础设施,你调他们的 API 就能用 Llama-70B 或 Mistral,价格只是 OpenAI/Anthropic 的一小部分。他们代表 AI 栈里“开源模型云”层,让 open-weight 模型对生产使用来说实用。

Deep Dive

Together's inference stack is optimized for open models, offering competitive pricing by running models efficiently on their own GPU clusters. They support a wide range of models (often adding new releases within days) with OpenAI-compatible APIs, making it easy to switch from proprietary to open models. Their fine-tuning service lets you customize open models on your data without managing training infrastructure.

The Open Model Ecosystem

Together positions itself as infrastructure for the open model ecosystem. They partner with model creators (Meta, Mistral, etc.), contribute to research (FlashAttention was co-developed by Together researchers), and provide the serving layer that makes open models accessible to developers who don't want to manage GPUs. This "model cloud" layer is increasingly important as open models approach proprietary quality for many tasks.

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