scaffold-pass

Inject architectural scaffolding, designed failures, and reading strategies into educational notebooks.

Updated Mar 7, 2026
One-click install
npx skills add https://github.com/Peleke/hunter --skill scaffold-pass
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scaffold-pass
Source: https://github.com/Peleke/hunter/tree/main/skills/scaffold-pass
Command: npx skills add https://github.com/Peleke/hunter --skill scaffold-pass

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the challenge of creating educational content that is not only informative but also deeply engaging and effective for learning, by proactively injecting structural elements that aid comprehension and retention.

Core Features & Use Cases

  • Designed Failure Injection: Intentionally introduces recoverable errors to create visceral learning moments.
  • Skeleton-First Architecture: Presents the overall system structure before diving into component details.
  • Accumulation Artifacts: Bundles built components into reusable modules for later use.
  • Reading Strategies: Provides guidance on how to best consume the educational material.
  • Troubleshooting Callouts: Offers inline solutions for common environmental or platform-specific issues.
  • Bonus Depth Labeling: Clearly marks optional, in-depth content for advanced learners.
  • Use Case: When creating a tutorial on building a transformer model, this skill would ensure that the reader first sees the complete model architecture with placeholder layers, then encounters a designed failure when trying to add embeddings incorrectly, and finally receives guidance on how to best navigate the tutorial's sections.

Quick Start

Apply the scaffold-pass skill to the notebook located at '/path/to/your/notebook.ipynb' to enhance its educational scaffolding.

Frequently Asked Questions about scaffold-pass

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is scaffolding in educational content and how does it improve learning stickiness?

Scaffolding in educational content improves learning stickiness by injecting architectural structures like skeleton-first stubs, reading strategies, and troubleshooting callouts into tutorials. This enhances comprehension by analyzing content structure and proactively addressing potential misconceptions.

How do I add designed failures and troubleshooting callouts to a tutorial?

To add designed failures and troubleshooting callouts to a tutorial, apply a scaffolding enhancement process that intentionally introduces recoverable errors. This creates visceral learning moments while offering inline solutions for common environmental issues.

Can I use scaffolding techniques to enhance a Jupyter notebook outline?

Yes, you can use scaffolding techniques to enhance a Jupyter notebook outline. The process operates directly on notebooks and outlines to inject accumulation artifacts, bonus depth labels, and skeleton-first architectures, improving overall learning comprehension.

What is the best way to structure educational content for advanced learners?

The best way to structure educational content for advanced learners is using bonus depth labeling and skeleton-first architecture. This approach clearly marks optional in-depth content while presenting the complete system architecture before diving into component details.

Does enhancing pedagogy with accumulation artifacts require external dependencies?

Enhancing pedagogy with accumulation artifacts does not require external dependencies. The scaffolding enhancement operates independently to bundle built components into reusable modules, requiring only an analysis of the existing content structure.

Why include reading strategies and skeleton-first stubs in learning design?

Including reading strategies and skeleton-first stubs in learning design ensures learners understand the overall system architecture before encountering details. This pedagogical approach provides consumption guidance and improves content stickiness through structural analysis.