unsloth-buddy
/unsloth-buddy I have 500 customer support Q&As and want to fine-tune a summarization model. I only have a MacBook Air.
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What is this?
A fine-tuning agent that talks like a colleague. Describe your goal, and it asks the right questions, finds or formats your data, picks the right technique and model, trains on your hardware, validates the result, and packages it for deployment.
Runs on NVIDIA GPUs via Unsloth, natively on Apple Silicon via mlx-tune, and on free cloud GPUs via colab-mcp. Part of the Gaslamp AI development platform — docs.
One sentence, one fine-tuned model.
You: Fine-tune a small model on my customer support FAQ. I have a CSV file.
[Phase 0] Creating project: customer_faq_sft_2026_03_17/
[Phase 1] Requirements interview...
Method: SFT Model: Qwen2.5-0.5B Deploy: Ollama
[Phase 2] Data strategy...
Loading 1,200 rows from faq.csv → reformatting as chat messages
Saved to data/train.jsonl (validated: messages column ✓)
[Phase 3] Environment: Apple M4 24GB, mlx-tune 0.4.3, Python 3.12
Ready for training
[Phase 4] Training... 200 steps
Final loss: 1.42 → saved to outputs/adapters/
[Phase 5] Evaluation (base vs fine-tuned, greedy decoding):
Q: How do I reset my password?
[Base] I can help with that. Which password?
[Fine-tuned] Go to the login page → click "Forgot password" → check your email.
[Phase 6] Export → outputs/model-q4_k_m.gguf
Run: ollama create my-faq-bot -f Modelfile && ollama run my-faq-bot
One conversation, seven phases, one deployable model — and a shareable demo page.
Quick Start
This skill includes sub-skills and utility scripts — install the full repository, not a single file.
Claude Code (recommended)
/plugin marketplace add TYH-labs/unsloth-buddy
/plugin install unsloth-buddy@TYH-labs/unsloth-buddy
Then describe what you want to fine-tune. The skill activates automatically.
Gemini CLI
gemini extensions install https://github.com/TYH-labs/unsloth-buddy --consent
Any agent supporting the Agent Skills standard
git clone https://github.com/TYH-labs/unsloth-buddy.git .agents/skills/unsloth-buddy
How is it different?
Most tools assume you already know what to do. This one doesn't.