MCPInstall

learning-first-principles

A cognitive framework based on learning first principles, providing learning method diagnosis, efficiency assessment, and optimization advice. Use when: (1) Diagnosing if current learning methods align with first principles, (2) Evaluating learning plan efficiency and time investment, (3) Analyzing learning behavior problems and providing improvement suggestions, (4) Determining if learning content is worth the time investment. Core principle chain: Self-learning → Induction → Self-output → Expression restructuring → Logical understanding → Practice.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/hexbee/hello-skills --skill learning-first-principles
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads learning-first-principles automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Learning First Principles Analysis

Core Principle

The essence of learning is internal drive rather than external infusion:

LevelAnti-pattern (Avoid)Positive Pattern (Pursue)
Learning ViewRelying on tutoring/external inputSelf-learning driven
MethodologyTime-consuming/mechanical repetitionInduction & summary
ProcessingMechanical copyingSelf-output
OutputSimple repetitionExpression restructuring
ExpressionFormal/template-basedLogic-driven
UnderstandingStopping at theoryPractice verification

Analysis Framework

When users provide learning content, methods, or plans, analyze from these dimensions:

1. Self-learning Drive

  • Diagnosis: Relying on external push (tutoring, supervision)?
  • Action: Transform into self-driven exploration goals

2. Induction & Summary

  • Diagnosis: "Killing time" rather than "thinking"?
  • Action: Extract core, transferable patterns

3. Self-output

  • Diagnosis: Mechanically copying?
  • Action: Restate in your own words

4. Expression Restructuring

  • Diagnosis: Simply repeating textbook wording?
  • Action: Reorganize knowledge from new angles and frameworks

5. Logic-driven

  • Diagnosis: Applying templates/forms blindly?
  • Action: Trace causal chains, understand why

6. Practice Verification

  • Diagnosis: Stopping at theoretical understanding?
  • Action: Design minimal verification experiments

Output Format

Problem Diagnosis

  • Point out specific behaviors violating first principles
  • Use principle chain to explain problem roots

Improvement Suggestions

  • Provide 1-3 immediately actionable steps
  • Each action corresponds to a principle level

Efficiency Assessment

  • Estimate time ROI of current methods
  • Provide expected efficiency improvement after optimization

Usage Example

User Input: I want to learn Python, signed up for a training class, 2 hours of class daily

Analysis Output:

Diagnosis:
- Relying on external input (training class) instead of self-learning driven
- Passive reception instead of active exploration

Improvement Suggestions:
1. First set a specific project goal (e.g., office automation script)
2. Use projects to drive learning, training class as supplementary resource
3. Spend 1 hour daily on projects, 0.5 hours on targeted lectures

Efficiency Assessment:
- Current: Low (passive learning, high forgetting rate)
- Optimized: High (active construction, transferable)

FAQ

What does the learning-first-principles skill do?

A cognitive framework based on learning first principles, providing learning method diagnosis, efficiency assessment, and optimization advice. Use when: (1) Diagnosing if current learning methods align with first principles, (2) Evaluating learning plan efficiency and time investment, (3) Analyzing learning behavior problems and providing improvement suggestions, (4) Determining if learning content is worth the time investment. Core principle chain: Self-learning → Induction → Self-output → Expression restructuring → Logical understanding → Practice.

How do I install learning-first-principles?

Run npx skills add https://github.com/hexbee/hello-skills --skill learning-first-principles in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/learning-first-principles/ (personal) or .claude/skills/learning-first-principles/ (project).

Which AI agents can use learning-first-principles?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is learning-first-principles safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains learning-first-principles?

It is published by hexbee in hexbee/hello-skills. It has 76 recorded installs.

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