# Together Debug Bundle

> '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". '

- Skill: `thedixitjain/together-debug-bundle` (Agent Skill)
- Install (CLI): `npx skillmds add thedixitjain/together-debug-bundle`
- Raw SKILL.md: https://api.skillmd.com/api/skills/thedixitjain/together-debug-bundle/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: thedixitjain (https://skillmd.com/u/thedixitjain)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/thedixitjain/together-debug-bundle

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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 `together` Python 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

- [Together AI Docs](https://docs.together.ai/)
- [API Reference](https://docs.together.ai/reference/chat-completions-1)
- [Model List](https://docs.together.ai/docs/inference-models)

## Next Steps

See related Together AI skills for more patterns.

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**Source:** [`jeremylongshore/claude-code-plugins-plus-skills`](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) → `plugins/saas-packs/together-pack/skills/together-debug-bundle/SKILL.md`