ReddRadar
Agent skill
together-performance-tuning
Together AI performance tuning for inference, fine-tuning, and model deployment. Use when working with Together AI's OpenAI-compatible API. Trigger: "together performance tuning".
Install this agent skill to your Project
npx add-skill https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/main/plugins/saas-packs/together-pack/skills/together-performance-tuning
SKILL.md
Together AI Performance Tuning
Overview
Guidance for performance tuning 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.
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