p988744

llm-knowledge

p9887441/12/2026

This skill should be used when the user asks "what is LoRA", "compare models", "which model is best for Chinese", "SFT vs DPO", "how to handle overfitting", "class imbalance solution", "model architec...

executing-plans

p9887441/12/2026

This skill should be used when the user asks to "execute plan", "run the plan", "start executing", "continue plan execution", or has a plan file ready to execute. Manages phased implementation with ba...

finetune-llm

p9887441/12/2026

LLM fine-tuning 教練式引導工作流程 v2。 核心功能：主動探索使用者痛點、引導明確目標、多任務管理、資料來源追蹤、完整版本 lineage。 支援：LoRA/QLoRA/DoRA 微調、SFT/ORPO/DPO 對齊、資料準備、Benchmark 評估、HuggingFace 部署。 特色：教練式引導、可重現的資料管線、多任務版本追蹤。 觸發詞：「訓練模型」「fine-tune」「...

llm-coach

p9887441/12/2026

This skill should be used when the user asks to "train a model", "fine-tune", "build NLP model", "create training task", "optimize model performance", "improve accuracy", "what model should I use", or...

writing-plans

p9887441/12/2026

This skill should be used when the user asks to "write a plan", "create training plan", "plan my fine-tuning", "make a plan for model training", or when starting a new training task that requires mult...