Tinker is a managed cloud training API/service for LLM post-training and fine-tuning. It lets researchers and developers write local training loops while Thinking Machines Lab handles distributed GPU training infrastructure, supporting LoRA fine-tuning, sampling, and reinforcement-learning workflows across large open-weight language and multimodal models.

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