Agentic Research

Unsloth Fine-Tuning (Orchestra)

13,149 stars

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

First published:2025-11-03
data as of:
2026-09-30
Licence:
MIT

When to use it

When fine-tuning LLMs on consumer or single-GPU hardware.

Caution

Requires an NVIDIA GPU environment; Unsloth iterates fast and guidance can lag the latest release.

Install prompt

請幫我安裝「Unsloth Fine-Tuning (Orchestra)」技能:從 https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/main/03-fine-tuning/unsloth(技能路徑:03-fine-tuning/unsloth/) 取得完整的技能目錄,放進我的 Agent 的技能目錄(例如專案內的 skills/ 資料夾,或該 Agent 文件指明的全域技能位置),確認裡面的 SKILL.md 存在、frontmatter 的 name 與 description 完整,然後列出這個技能宣告的腳本、外部工具與 API 需求,先不要執行任何腳本。

Paste this to your agent. It deliberately contains no tool subcommands — check the tool's official docs for commands.

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