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SKILLoptionalHermes Optional Skills

Unsloth

Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM

Fine-TuningUnslothFast TrainingLoRAQLoRAMemory-EfficientOptimizationLlama
Last registry verification2026-08-18v1.0.0Orchestra Research
Plain meaning

What does it add to Hermes?

Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM

Unsloth is a skill related to memory and knowledge. It helps Hermes retrieve past information or stored knowledge instead of starting from zero in every session.

This plain-language explanation is based on the publisher description. The original text remains visible for verification.

Use it when

Use it when your goal in memory and knowledge is clear and you can limit it to the data and actions it actually needs.

Skip it when

Do not add it merely to experiment when Hermes already has a simpler path, or when you cannot review its source and permissions.

Who is it for?

Best for users who want a repeatable way of working inside Hermes.

Safe first test

Add a non-sensitive note, start a new session, and verify retrieval preserves the meaning without inventing details.

Original publisher description

Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM

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Data source

This entry was indexed from Hermes Optional Skills. Our explanation interprets the type and domain without inventing a capability not present upstream.

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Security review

The source is official or editorially reviewed, but you still need to review permissions and version compatibility.

Safe setup path

Inspect, install, then test.

  1. 01
    Open the source

    Match the publisher, license, and description to your need. Check the real update history.

  2. 02
    Review permissions and secrets

    Never paste a secret value into this site. Use environment-variable names and grant the smallest scope.

  3. 03
    Copy setup only after review

    The controls below copy text. They do not execute commands on your device.

  4. 04
    Test with a non-sensitive task

    Inspect the visible tools, then exclude write or delete tools you do not need.

Install command

Review the command, then copy it.

hermes skills install unsloth

Hermes Belarabi does not execute this command. Installation happens on your device and remains subject to Hermes scanning and your review.

The full skill definition

Exactly what Hermes loads when this skill runs.

Reproduced from the official documentation. Read it before enabling the skill: this text becomes the agent's instructions.

Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.

Skill metadata

A lookup table. Do not read it all; find the row that applies to you.

SourceOptional — install with hermes skills install official/mlops/unsloth
Pathoptional-skills/mlops/training/unsloth
Version1.0.0
AuthorOrchestra Research
LicenseMIT
Dependenciesunsloth, torch, transformers, trl, datasets, peft
Platformslinux, macos
TagsFine-Tuning, Unsloth, Fast Training, LoRA, QLoRA, Memory-Efficient, Optimization, Llama, Mistral, Gemma, Qwen

Reference: full SKILL.md

Explains the idea itself. Read it slowly; the later sections build on it.

Assistance with unsloth development, generated from official documentation.

When to Use This Skill

Explains the idea itself. Read it slowly; the later sections build on it.

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

Explains the idea itself. Read it slowly; the later sections build on it.

Common Patterns

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

Reference Files

Explains the idea itself. Read it slowly; the later sections build on it.

This skill includes full 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

Explains the idea itself. Read it slowly; the later sections build on it.

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

Explains the idea itself. Read it slowly; the later sections build on it.

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

Explains the idea itself. Read it slowly; the later sections build on it.

  • 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

Explains the idea itself. Read it slowly; the later sections build on it.

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