Unsloth Skill

SkillDocs & knowledge

Gives your agent expert guidance on fine-tuning language models faster with less memory using Unsloth.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Unsloth Skill skill

About this capability

Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

What this skill tells your AI

The instructions your AI receives, as published by orchestra-research/ai-research-skills in 03-fine-tuning/unsloth/SKILL.md and read by ahel’s review.

Comprehensive assistance with unsloth development, generated from official documentation.

When to Use This Skill

This skill should be triggered when:

  • Working with unsloth
  • Asking about unsloth features or APIs
  • Implementing unsloth solutions
  • Debugging unsloth code
  • Learning unsloth best practices

Quick Reference

Common Patterns

Quick reference patterns will be added as you use the skill.

Reference Files

This skill includes comprehensive documentation in references/:

  • llms-txt.md - Llms-Txt documentation

Use view to read specific reference files when detailed information is needed.

Working with This Skill

For Beginners

Start with the getting_started or tutorials reference files for foundational concepts.

For Specific Features

Use the appropriate category reference file (api, guides, etc.) for detailed information.

For Code Examples

The quick reference section above contains common patterns extracted from the official docs.

Resources

references/

Organized documentation extracted from official sources. These files contain:

  • Detailed explanations
  • Code examples with language annotations
  • Links to original documentation
  • Table of contents for quick navigation

scripts/

Add helper scripts here for common automation tasks.

assets/

Add templates, boilerplate, or example projects here.

Notes

  • This skill was automatically generated from official documentation
  • Reference files preserve the structure and examples from source docs
  • Code examples include language detection for better syntax highlighting
  • Quick reference patterns are extracted from common usage examples in the docs

Updating

To refresh this skill with updated documentation:

  1. Re-run the scraper with the same configuration
  2. The skill will be rebuilt with the latest information

Signals

GitHub stars
13k
Forks
906
Last commit
Jun 2026

ahel review

  • K1binfo
    installs-packages (in references/llms-full.md)
  • K1info
    remote-installer-piped-to-shell (in references/llms-txt.md)
  • K1binfo
    installs-packages (in references/llms-txt.md)
  • K5info
    obfuscation (in references/llms-txt.md)

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Catalog kind
skill
Gateway key
unsloth-orchestra-research
Source
github.com/orchestra-research/ai-research-skills