Together debug bundle
'Together AI debug bundle for inference, fine-tuning, and model deployment.From its SKILL.md
npx -y skills add jeremylongshore/claude-code-plugins-plus-skills --skill together-debug-bundleAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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SKILL.md
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Together AI Debug Bundle
Overview
Guidance for debug bundle with Together AI inference and fine-tuning API.
Instructions
Key Points
- Together AI is OpenAI-compatible:
base_url = 'https://api.together.xyz/v1' - Use the
togetherPython SDK or any OpenAI client library - Supports 100+ open-source models (Llama, Mixtral, Qwen, FLUX)
- Fine-tuning available for supported models
- Batch inference at 50% cost reduction
Error Handling
| Error | Cause | Solution |
|---|---|---|
401 Unauthorized | Invalid API key | Check at api.together.xyz |
Model not found | Wrong model ID | Use client.models.list() |
429 Rate limit | Too many requests | Implement backoff |
500 Server error | Model overloaded | Retry with backoff |
Resources
Next Steps
See related Together AI skills for more patterns.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.