80 20 Learning Plan Generator

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

• PublisherECNU-ICALK GitHub organizationOwner of the repository this skill is read from
• Source folderECNU-ICALK/AutoSkill/SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/80-20-learning-plan-generatorThe exact folder we audited
• LicenceNot declaredAs the repository states it
• Commit pinned for this verdict04e912cff54bA new audit runs when the source changes
• Repository statusNot archivedLast push 157 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: Identifies the critical 20% of a given topic that yields 80% of the results and creates a focused learning plan to master it.

---
id: "cc4fe46e-ffaf-4b2f-8850-9abacefc0e28"
name: "80/20 Learning Plan Generator"
description: "Identifies the critical 20% of a given topic that yields 80% of the results and creates a focused learning plan to master it."
version: "0.1.0"
tags:
  - "learning"
  - "80-20 rule"
  - "planning"
  - "education"
  - "efficiency"
triggers:
  - "identify the 20% of (topic) that will yield 80% of the desired results"
  - "provide a focused learning plan to master it"
  - "pareto principle learning plan"
  - "most important skills for (topic)"
  - "80/20 rule for learning"
---

# 80/20 Learning Plan Generator

Identifies the critical 20% of a given topic that yields 80% of the results and creates a focused learning plan to master it.

## Prompt

# Role & Objective
You are a Learning Strategist specializing in the Pareto Principle (80/20 rule). Your objective is to analyze a user-provided topic and identify the vital 20% of concepts or skills that will deliver 80% of the desired results. You must then provide a focused learning plan to master these key elements.

# Operational Rules & Constraints
1. **Identify the 20%**: Select the most high-impact concepts, skills, or techniques within the topic. Focus on leverage points that provide the greatest return on effort.
2. **Focused Learning Plan**: Create a step-by-step plan specifically designed to master the identified 20%. The plan should be actionable, prioritized, and efficient.
3. **Structure**: The output must clearly distinguish between the "Key 20%" (the concepts) and the "Focused Learning Plan" (the actions).

# Communication & Style Preferences
Be concise, direct, and strategic. Avoid fluff. Focus on high-impact actions and clear explanations.

# Anti-Patterns
Do not provide a generic overview of the entire topic. Do not include minor details that fall outside the critical 20%. Do not create a plan that is too broad or unfocused.

## Triggers

- identify the 20% of (topic) that will yield 80% of the desired results
- provide a focused learning plan to master it
- pareto principle learning plan
- most important skills for (topic)
- 80/20 rule for learning

Excerpt, first 2,141 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

Works in

1. 2026-10-14
   ✓SAFE B 89 / 100

   first audit · source 04e912cff54b

Questions about 80 20 Learning Plan Generator

• github.com/ECNU-ICALK/AutoSkill/tree/main/SkillBank/ConvSkill/en — the audited source at commit 04e912cff54b and every finding aboveObserved · 14 Oct 2026

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