Writing Plans for LLM Training

소개

The Writing Plans skill automates the creation of detailed execution plans for complex LLM fine-tuning tasks, breaking down broad goals into actionable 2-5 minute steps. It ensures consistency in training workflows by providing standardized templates that include prerequisites, technical configurations, step-by-step validation, and expected outputs. By maintaining a clear lineage of model iterations through organized file structures, it helps developers manage the lifecycle of AI model development with high reproducibility, trackable progress, and minimized execution errors.

주요 기능

• Enforces organized directory structures for versioned plan storage
• Decomposes complex workflows into 2-5 minute micro-tasks
• Provides standardized templates for LLM fine-tuning and training
• 0 GitHub stars
• Defines clear validation criteria and expected outputs for every step
• Includes built-in status tracking for tasks (pending, in-progress, blocked)

사용 사례

• Creating a step-by-step roadmap for fine-tuning a base model on specific domain data
• Documenting iterative model improvements and tracking version lineage
• Standardizing AI training procedures across team-based NLP projects