together-debug-bundle
'Together AI debug bundle for inference, fine-tuning, and model deployment.
Allowed Tools
ReadWriteEditBash(pip:*)Grep
Provided by Plugin
together-pack
Claude Code skill pack for Together AI (18 skills)
Installation
This skill is included in the together-pack plugin:
/plugin install together-pack@claude-code-plugins-plusClick to copy
Instructions
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.