Together AI LLM Debugging Bundle

v20260423

together-debug-bundle

This debug bundle provides comprehensive guidance for working with Together AI's OpenAI-compatible API. It supports critical LLM lifecycle tasks, including inference, fine-tuning, and model deployment for over 100 open-source models (e.g., Llama, Mixtral). It also includes detailed troubleshooting steps and solutions for common API errors (like 401 Unauthorized or 429 Rate limit), ensuring smooth development.

AI LLM API Debugging Inference Fine-Tuning Python OpenAI

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Overview

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

Next Steps

See related Together AI skills for more patterns.

Info

Category Artificial Intelligence

Name together-debug-bundle

Version v20260423

Size 1.43KB

Source jeremylongshore/claude-code-plugins-plus-skills

Updated At 2026-04-28