[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71PS1SEC3PRMCN59Y73CNCQ":3,"skill-same:01M71PS1SEC3PRMCN59Y73CNCQ":96},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":17,"publishedAt":38,"linkOnly":39,"markdownContent":40,"markdownBody":41,"frontMatter":42,"refName":58,"commitSha":59,"skillDirectory":60,"forksCount":13,"repositoryHtmlUrl":61,"repositoryHomepageUrl":6,"ownerHtmlUrl":62,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":63,"install":64,"resources":77},"01M71PS1SEC3PRMCN59Y73CNCQ","unsloth",null,"Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA\u002FQLoRA optimization","gjbvsjjvgm-sketch\u002FWORM_V2_SOVEREIGN","gjbvsjjvgm-sketch","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F278511911?v=4","01M71F3JXKZQ70H2KCHHTXKZDA","01M71PENEVFN19DBZFNHJPCHQ7",0,"MIT","https:\u002F\u002Fgithub.com\u002Fgjbvsjjvgm-sketch\u002FWORM_V2_SOVEREIGN\u002Fblob\u002Fmain\u002Fcore\u002Fhermes-agent\u002Fskills\u002Fmlops\u002Ftraining\u002Funsloth\u002FSKILL.md",[],[18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"Unsloth","QLoRA","Fast Training","fast","PEFT","guidance","tuning","datasets","Transformers","research","with","LoRA","Fine-Tuning","TRL","training","Optimization","expert","for","memory","orchestra","2026-11-10 13:02:02",false,"---\nname: unsloth\ndescription: Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA\u002FQLoRA optimization\nversion: 1.0.0\nauthor: Orchestra Research\nlicense: MIT\ndependencies: [unsloth, torch, transformers, trl, datasets, peft]\nmetadata:\n  hermes:\n    tags: [Fine-Tuning, Unsloth, Fast Training, LoRA, QLoRA, Memory-Efficient, Optimization, Llama, Mistral, Gemma, Qwen]\n\n---\n\n# Unsloth Skill\n\nComprehensive assistance with unsloth development, generated from official documentation.\n\n## When to Use This Skill\n\nThis skill should be triggered when:\n- Working with unsloth\n- Asking about unsloth features or APIs\n- Implementing unsloth solutions\n- Debugging unsloth code\n- Learning unsloth best practices\n\n## Quick Reference\n\n### Common Patterns\n\n*Quick reference patterns will be added as you use the skill.*\n\n## Reference Files\n\nThis skill includes comprehensive documentation in `references\u002F`:\n\n- **llms-txt.md** - Llms-Txt documentation\n\nUse `view` to read specific reference files when detailed information is needed.\n\n## Working with This Skill\n\n### For Beginners\nStart with the getting_started or tutorials reference files for foundational concepts.\n\n### For Specific Features\nUse the appropriate category reference file (api, guides, etc.) for detailed information.\n\n### For Code Examples\nThe quick reference section above contains common patterns extracted from the official docs.\n\n## Resources\n\n### references\u002F\nOrganized documentation extracted from official sources. These files contain:\n- Detailed explanations\n- Code examples with language annotations\n- Links to original documentation\n- Table of contents for quick navigation\n\n### scripts\u002F\nAdd helper scripts here for common automation tasks.\n\n### assets\u002F\nAdd templates, boilerplate, or example projects here.\n\n## Notes\n\n- This skill was automatically generated from official documentation\n- Reference files preserve the structure and examples from source docs\n- Code examples include language detection for better syntax highlighting\n- Quick reference patterns are extracted from common usage examples in the docs\n\n## Updating\n\nTo refresh this skill with updated documentation:\n1. Re-run the scraper with the same configuration\n2. The skill will be rebuilt with the latest information\n\n\u003C!-- Trigger re-upload 1763621536 -->\n\n\n\n","# Unsloth Skill\n\nComprehensive assistance with unsloth development, generated from official documentation.\n\n## When to Use This Skill\n\nThis skill should be triggered when:\n- Working with unsloth\n- Asking about unsloth features or APIs\n- Implementing unsloth solutions\n- Debugging unsloth code\n- Learning unsloth best practices\n\n## Quick Reference\n\n### Common Patterns\n\n*Quick reference patterns will be added as you use the skill.*\n\n## Reference Files\n\nThis skill includes comprehensive documentation in `references\u002F`:\n\n- **llms-txt.md** - Llms-Txt documentation\n\nUse `view` to read specific reference files when detailed information is needed.\n\n## Working with This Skill\n\n### For Beginners\nStart with the getting_started or tutorials reference files for foundational concepts.\n\n### For Specific Features\nUse the appropriate category reference file (api, guides, etc.) for detailed information.\n\n### For Code Examples\nThe quick reference section above contains common patterns extracted from the official docs.\n\n## Resources\n\n### references\u002F\nOrganized documentation extracted from official sources. 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