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Together AI

一個執行和訓練開源 AI 模型的雲端平台。Together AI 為流行的開源模型(Llama、Mistral、Qwen 等)提供有競爭力價格的推理 API,再加上 fine-tuning 和自訂訓練基礎設施。由 AI 研究者創立,他們也貢獻開源研究並發布了自己的模型。

為什麼重要

Together AI 是想用開源模型的團隊的首選 self-hosting 替代方案。不用管自己的 GPU 伺服器和模型服務基礎設施,你呼叫他們的 API 就能用 Llama-70B 或 Mistral,價格只是 OpenAI/Anthropic 的一小部分。他們代表 AI 堆疊裡「開源模型雲」層,讓 open-weight 模型對生產使用來說實用。

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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