together-debug-bundle

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	1.6.0
license	MIT
author	Jeremy Longshore <[e-mail]>
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 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
• API Reference
• Model List

Next Steps

See related Together AI skills for more patterns.