tunetune
nanshine/tunetune
TuneTune 在 DeepSeek Harness 对话旁提供工作台，可与 Agent 一起训练、测试和改进小模型。
安装
dsh plugin --profile web add github:nanshine/tunetuneREADME
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Work with your Agent to train, test, and improve small models for your own tasks.
https://github.com/user-attachments/assets/878c9c3f-b6c5-428e-8026-65cab7ba558d
Quick start
Send this to your Agent:
Install TuneTune following https://github.com/nanshine/tunetune/blob/main/INSTALL.md
Then, in the folder where you want to start a study, try a request like:
Use TuneTune to train a model that names Pokémon from silhouettes in the anime’s “Who’s That Pokémon?” segment.
Already installed? Start with the request. Prefer to install it yourself? See Installation.
How it works
Tell your Agent what you want the model to do. It looks into the task, compares approaches, and proposes a plan with estimated time, downloads, and costs for you to review.
It then prepares test examples, measures a simple starting model, and improves it through rounds of experiments. Follow the plans, experiments, and results in the workbench, and try your own inputs to see how well the model works for you. Your Agent asks for your judgment when reference answers need review or the budget or direction needs to change.
| Skill | Role |
|---|---|
tunetune-init | Set up the study, understand the task, research approaches, and agree on a plan and budget. |
build-evaluation | Prepare test examples and scoring, check that the tests are useful, and measure a starting model. |
run-experiments | Try improvements in rounds, compare results, and verify that the final model runs locally. |
research-workspace | Keep and display study records so your Agent can continue from earlier work. |
When the goal is met, the budget runs out, or no worthwhile next experiment remains, your Agent explains the results, limitations, and recommended next step.
Installation
Claude Code
/plugin marketplace add nanshine/tunetune
/plugin install tunetune@tunetune
Codex
codex plugin marketplace add nanshine/tunetune
codex plugin add tunetune@tunetune
DeepSeek Harness
Install dsh-tunetune from Plugins to get the skills and a workbench beside your conversation.
For a CLI-managed profile:
dsh plugin --profile <profile> add dsh-tunetune
Other Agents with skills support
Install the skills for your Agent, replacing <application> with its identifier, such as cursor or opencode:
npx skills add nanshine/tunetune --global --agent <application> -y
Contributing
Find the source code on GitHub. Report an issue, share a real study, or submit a pull request. For code changes, see the repository's contribution guidelines.