learning-accelerator

name	learning-accelerator
description	Compresses domain mastery using Ultralearning and Metacognition principles — moving from passive consumption to active production through directness, retrieval practice, and feedback loops. Use when learning a new domain rapidly, building a study plan, or preparing for a high-stakes professional skill.
license	MIT
compatibility	Claude Code and compatible agent products
metadata	{"type":"meta","family":"meta","rigor":"full","keywords":"ultralearning, metalearning, zettelkasten, spaced repetition, active recall, focused mode, diffuse mode, rapid skill acquisition","requires":"writing-skills","enhances":"mental-model-library, prompt-optimizer","sources_pdf":"Ultralearning (Young), How to Take Smart Notes (Ahrens), A Mind For Numbers (Oakley), The Art of Learning (Waitzkin)","sources_web":"Andy Matuschak Spaced Repetition Notes"}

Overview

Learning is the meta-skill that powers all others. This skill applies the principles of Ultralearning and Metacognition to compress years of traditional study into months of high-intensity practice. It moves learning from passive consumption to active production.

Iron Law

NO LEARNING PLAN WITHOUT A RETRIEVAL AND SPACING STRATEGY

Reading and highlighting create an "illusion of competence." True mastery requires active retrieval (testing) and a spacing strategy to prevent the "Leaky Bucket" of memory decay.

State Machine

digraph learning_flow {
    "Domain Identified" [shape=doublecircle];
    "Metalearning: Map the Field" [shape=box];
    "Setup: Tools & Feedback" [shape=box];
    "Execution: 9 Principles" [shape=box];
    "Gate: Retention Check" [shape=diamond];
    "Mastery/Skill Acquisition" [shape=doublecircle];

    "Domain Identified" -> "Metalearning: Map the Field";
    "Metalearning: Map the Field" -> "Setup: Tools & Feedback";
    "Setup: Tools & Feedback" -> "Execution: 9 Principles";
    "Execution: 9 Principles" -> "Gate: Retention Check";
    "Gate: Retention Check" -> "Mastery/Skill Acquisition" [label="retained"];
    "Gate: Retention Check" -> "Execution: 9 Principles" [label="leaky bucket"];
}

When to Use This Skill

• When onboarding into a complex new industry or technical role.
• When preparing for a professional certification or competitive exam.
• When you need to pick up a new language or software tool in under 90 days.
• When traditional study methods feel slow, boring, or ineffective.

When NOT to Use This Skill

• For leisure reading or hobbies where the goal is relaxation rather than performance.
• When the skill is purely physical and requires a physical coach for safety (e.g., heavy weightlifting).

Core Process

Step 1: Metalearning (The 10% Rule)

Before starting, spend 10% of your estimated study time researching how the best in the field learned the skill. Map out:

• Concepts: What do I need to understand?
• Facts: What do I need to memorize?
• Procedures: What do I need to do? (Source: Young, Ultralearning).

Step 2: Directness (The Transfer Fix)

Identify the environment where you will actually use the skill. Practice there. If you want to learn to code, build a project immediately. If you want to learn a language, speak to a person. Avoid "proxy" apps that offer a fake sense of progress (Source: Young, Ultralearning).

Step 3: Implement Spaced Retrieval

Do not review notes. Instead, use Active Recall:

• The Feynman Technique: Explain a concept out loud as if to a child. Identify gaps in your explanation and go back to the source (Source: Oakley, A Mind For Numbers).
• Making Smaller Circles: Reduce complex techniques to their smallest essential components and drill those components in isolation until they become automatic (Source: Waitzkin, The Art of Learning).
• Spaced Repetition: Use an SRS (like Anki) to review facts at increasing intervals (Source: Matuschak).

Step 4: The Zettelkasten Method

Treat notes as a web of ideas, not a list.

• Fleeting Notes: Quick captures of ideas.
• Permanent Notes: Atomic, self-contained ideas written in your own words.
• Linking: Connect new notes to existing ones to build a "Slip-box" of knowledge (Source: Ahrens, How to Take Smart Notes).

Step 5: Focused vs. Diffuse Mode

Switch between Focused Mode (intense concentration) and Diffuse Mode (letting the subconscious work while walking, showering, or sleeping). Problem-solving happens in the diffuse mode after the focused mode has "loaded" the data (Source: Oakley, A Mind For Numbers).

Cross-Skill Invocations

• REQUIRED SUB-SKILL: writing-skills — To create the "failing tests" or challenges for your retrieval sessions.
• RECOMMENDED SUB-SKILL: mental-model-library — To find analogies and structures that make new information easier to "chunk."

Rationalization Table

Thought	Reality
"I'll read the book first, then practice."	Direct practice is the only way to identify what you actually need to learn.
"Highlighting the important parts helps me remember."	Highlighting is passive and is statistically the least effective study method.
"I don't have time for a full plan."	1 hour of planning saves 10 hours of wandering through irrelevant material.
"I'm just not a [Subject] person."	This is a fixed identity trap. Skills are acquired through iterative drills.

Red Flags

• "Illusion of Competence" → You recognize the information when you see it, but can't recall it from memory. (Action: Test yourself).
• "The Leaky Bucket" → You learn 10 things today but forget them by next week. (Action: Implement Spaced Repetition).
• "Procrastination via Research" → You are spending 50% of your time looking for better tools instead of studying. (Action: Limit research to the 10% rule).

Diagnostic Checklist

• Have I spent 10% of my time on Metalearning (researching the "how")?
• Is my primary practice Direct (using the skill in its real context)?
• Am I using Active Recall (testing) instead of passive review?
• Have I scheduled Spaced Repetition sessions for key facts?
• Can I explain the core concept using the Feynman Technique?

Sources

• Young, Scott. Ultralearning, Ch. 4 (Metalearning), Ch. 6 (Directness).
• Ahrens, Sönke. How to Take Smart Notes, Ch. 2 (The Slip-box).
• Oakley, Barbara. A Mind For Numbers, Ch. 3 (Chunking), Ch. 4 (Diffuse Mode).
• Waitzkin, Josh. The Art of Learning, Ch. 11 (Making Smaller Circles).