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Accelerated Learning Toolkit

English | 中文


Transform how you learn. Generate structured, deep-dive study notes on any subject — in minutes, not weeks.

Three specialized AI prompt templates. One goal: help you go from "I should learn this" to "I deeply understand this" faster than you thought possible.

📖 Read the design philosophy →


Usage Examples

Click to see screenshots (3)

AI chat interface Running a template in your AI assistant

Structured notes output Generated study notes

Knowledge graph Auto-generated domain knowledge graph

---## What This Is

This is a set of three carefully engineered prompt templates that turn any AI assistant into a personalized learning accelerator. Feed them a subject, a textbook, or a book — and get back a comprehensive, well-structured, ready-to-study set of notes.

No more passive reading. No more scattered highlights. Just focused, structured knowledge capture.


The Three Templates

Subject Deep-Dive

Master a domain from the ground up.

Combine textbook source material with AI-powered web research to generate hierarchical notes covering first principles, core controversies, layered sub-domains, application scenarios, knowledge graphs, and a full practice question bank.

Mode Output Best For
Deep 100,000+ words Graduate-level mastery
Standard 40,000–60,000 words Undergraduate study
Express 15,000–25,000 words Quick orientation

View template → · 中文版


Science Preview

Preview any STEM subject before your first lecture.

Every term, every concept, every formula — listed exhaustively and explained at your chosen difficulty level. Includes chapter-by-chapter preview cards, a complete glossary, and a self-assessment exam with solutions.

Level Output Questions
Beginner 10,000–15,000 words ≥12
Intermediate 15,000–25,000 words ≥20
Advanced 25,000–40,000 words ≥25

No source material needed. Just name the subject.

View template → · 中文版


Reading Notes

Extract maximum value from every book you read.

Combine book source material with web reviews, author interviews, and reader discussions. Get a complete reading package: overview, logical skeleton, chapter-by-chapter analysis, key quotes with interpretation, critical assessment, and actionable takeaways.

Style Output Best For
Skim 2,000–4,000 words Business / bestsellers
Deep-Read 6,000–12,000 words Academic / classics
Critical 10,000–16,000 words Controversial / complex topics

View template → · 中文版


Why You'd Use This

If you're a student: Stop re-reading your textbook. Feed it to the template, get a structured study guide with practice questions tailored to your depth level.

If you're a professional: Need to ramp up on a new domain fast? The Express mode gives you a working framework in minutes. The Deep mode gives you the full picture.

If you're a lifelong learner: Reading a dense book? The Reading Notes template captures the essence, the arguments, and the counterarguments — so you retain more.


How It Works

Each template guides your AI through a structured two-phase workflow:

  1. Setup — Choose your persona (the "tone" of the output) and your depth level. Provide source material if needed.
  2. Generation — The AI combines your source material with live web research and produces structured notes following a proven output architecture.

The prompts enforce plain-speak [explanations] for abstract concepts and {visual descriptions} where helpful — so the output is both rigorous and readable.


Quick Start

  1. Open any AI assistant (ChatGPT, Claude, Gemini, etc.).
  2. Copy the prompt from one of the template files.
  3. Paste it into the AI, follow its instructions, and get your notes.

That's it. No setup, no installation, no configuration.

Tip: Choose your persona and mode before you start. The quality of the output depends on how well these match your goal.


File Index

Template English 中文
Subject Deep-Dive specific-subject.md specific-subject-zh.md
Science Preview science-preview.md science-preview-zh.md
Reading Notes reading-notes.md reading-notes-zh.md

What People Often Ask

Which AI should I use? These templates work with any capable AI assistant — ChatGPT, Claude, Gemini, DeepSeek, and others. The output quality depends on the AI's reasoning ability, not the template.

Do I need to provide source material? Only for the Subject Deep-Dive (Deep/Standard modes) and Reading Notes templates. The Science Preview template works entirely from web research.

How long does it take? Express/Skim modes produce results in one session. Deep mode (100,000+ words) may require multiple rounds of "continue" prompting.

Can I customize the templates? Absolutely. They're plain markdown files. Adjust word counts, add output sections, change personas — whatever fits your workflow.


License

MIT. Use freely, modify freely, share freely.


Built for curious minds.

About

Three AI prompt templates for accelerated learning and structured reading notes.三套 AI 提示词模板,加速学科学习与读书笔记。

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