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Introducing our Training API

Summary

Spindle is an open-source API for training and fine-tuning open models — deploy a server with a single command and run any Tinker-compatible training code against it.

SourceModal BlogAuthor: Kailash Ranganathan
Introducing our Training API
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Thinking Machines’ Tinker changed how people do post-training. You write the training loop in plain Python on your laptop, and Tinker runs the forward and backward passes on its GPUs. We’re big fans, and so are many of the teams we work with.

As those teams scale up, however, they keep raising the same two problems:

Per-token pricing gets expensive once you’re running dozens of experiments.

You can only use the models and features the provider decides to support.

We think a good API deserves more than one implementation. Today we’re releasing Spindle, an open-source, Tinker-compatible training server that runs in your Modal workspace. Because you own the server, you can customize anything in it, and you pay for GPU time instead of tokens. Our default configs are tuned to maximize GPU utilization out of the box, and we plan to keep shipping optimizations to push price-performance further.

All it takes is a single command to deploy a server:

spindle deploy

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Key points

  • AI generation is temporarily unavailable; this entry was preserved with deterministic fallback metadata.
  • Spindle is an open-source API for training and fine-tuning open models — deploy a server with a single command and run any Tinker-compatible training code against it.

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