name: together-debug-bundle description: 'Together AI debug bundle for inference, fine-tuning, and model deployment.
Use when working with Together AI''s OpenAI-compatible API.
Trigger: "together debug bundle".
' allowed-tools: Read, Write, Edit, Bash(pip:*), Grep version: 1.0.0 license: MIT author: Jeremy Longshore jeremy@intentsolutions.io tags:
- saas
- ai
- inference
- together compatibility: Designed for Claude Code
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.