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AI/MLjeremylongshore

together-debug-bundle

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

Stars
2,267
Source
jeremylongshore/claude-code-plugins-plus-skills
Updated
2026-05-31
Slug
jeremylongshore--claude-code-plugins-plus-skills--together-debug-bundle
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/jeremylongshore/claude-code-plugins-plus-skills/HEAD/plugins/saas-packs/together-pack/skills/together-debug-bundle/SKILL.md -o .claude/skills/together-debug-bundle.md

Drops the SKILL.md into .claude/skills/together-debug-bundle.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

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.