Together debug bundle

Skill jeremylongshore/claude-code-plugins-plus-skills/plugins/saas-packs/together-pack/skills/together-debug-bundle

425 plugins, 2,810 skills, 200 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.

Install

npx -y skills add jeremylongshore/claude-code-plugins-plus-skills --skill together-debug-bundle

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What its author says it does

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'Together AI debug bundle for inference, fine-tuning, and model deployment.

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SKILL.md

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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

Next Steps

See related Together AI skills for more patterns.