What is the primary benefit of the Writing Plans skill?

It breaks down complex, multi-hour LLM training tasks into manageable 2-5 minute steps, ensuring better tracking, reproducibility, and fewer errors during implementation.

What kind of validation does it include?

Every task generated includes specific validation conditions and 'expected output' examples so users can immediately verify if a step was successful.

Can I use this for non-ML tasks?

While specifically optimized for LLM fine-tuning workflows, its structured task-decomposition approach can be adapted for any complex technical project requiring step-by-step execution.

How does it help with model versioning?

The skill enforces a directory structure and naming convention that tracks iterations by date and version, making it easy to see how a model evolved over time.

Writing Plans for LLM Training

Name: Writing Plans for LLM Training
Author: p988744

byp988744

0•

Data Science & ML

Generates structured, micro-task-based implementation plans specifically for large language model fine-tuning and NLP workflows.

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.

Key Features

01Enforces organized directory structures for versioned plan storage

02Decomposes complex workflows into 2-5 minute micro-tasks

03Provides standardized templates for LLM fine-tuning and training

040 GitHub stars

05Defines clear validation criteria and expected outputs for every step

06Includes built-in status tracking for tasks (pending, in-progress, blocked)

Use Cases

01Creating a step-by-step roadmap for fine-tuning a base model on specific domain data

02Documenting iterative model improvements and tracking version lineage

03Standardizing AI training procedures across team-based NLP projects

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add p988744/nlp-skills writing-plans

For use in Claude.ai and ChatGPT

Download Skill