Knowledge System Prototypes

Four functional UI prototypes exploring different approaches to personal knowledge management for polymathic learners. Each solves the core problem through a fundamentally different mental model.

The Problem

I am a polymathic learner with too many interests across diverse domains (Indian classical music, mathematics, physics, history of science). I read widely but struggle with:

  • Retrieval: Fetching what I've read when I need it
  • Recording: Keeping meaningful records of my learning
  • Understanding: Achieving deep comprehension rather than surface familiarity
  • Coherence: Creating order across my scattered intellectual life

"I've just been hoarding knowledge and never really processed it. I was obsessed with putting every link, reference, video into my second brain, but never really understanding it. It's a Dragon's Hoard. It just sits there."

— Zettelkasten Forum user

The Core Insight

Current tools like Org-Roam, Obsidian, and "second brain" systems optimize for capture and organization. But:

  • Storage ≠ understanding
  • Notes ≠ knowledge
  • Organization ≠ learning

Learning Science Principles

Testing Effect (Bjork & Bjork)

Retrieving information from memory strengthens it more than re-studying. The struggle to recall IS the learning. Used in: Forge

Spacing Effect

Review just before you forget. Intervals that feel "too long" are often optimal. Used in: Forge

Generation Effect

Creating an answer strengthens memory more than reading one. Used in: Crucible

Feynman Technique

If you can't explain it simply, you don't understand it. Simplifying reveals gaps. Used in: Dialogue

Desirable Difficulties (Bjork)

Conditions that feel harder during learning produce better long-term retention. Used in: All prototypes

The Four Prototypes

1. Forge

"Memory is strengthened through retrieval struggle, not re-reading."
Unit: A question you can answer from memory

Spaced repetition + active recall. Cards have "heat" states. Test yourself just before you forget.

2. Crucible

"You can't save it until you can explain it."
Unit: An understanding you can articulate

Gated processing. Raw material enters a queue. To save, you must explain in your own words and answer comprehension questions.

3. Territory

"Map what you know by what you can answer."
Unit: A question you can now answer

Question-based mapping. Each domain is a collection of questions with states: answered, partial, unknown.

4. Dialogue

"Understanding emerges through conversation, not storage."
Unit: A conversation where you worked through an idea

Socratic dialogue. System probes with challenging questions. The conversation becomes your "note."

Comparison

PrototypeCore MechanismBest ForThe Unit
ForgeSpaced repetition + testingFacts, definitions, proceduresQuestion you can answer
CrucibleGated processingPreventing knowledge hoardingUnderstanding you articulate
TerritoryQuestion-based mappingSeeing gaps in knowledgeQuestion you can now answer
DialogueSocratic probingWorking through complex ideasConversation record

Generalized Prompt for Other AIs

You are a prototype designer combining Dieter Rams minimalism with Japanese Zen aesthetics.

## Context
I am a polymathic learner with too many interests. I read widely but struggle with retrieval, recording, deep understanding, and coherence.

Current "second brain" tools optimize for storage, not learning:
- Storage ≠ understanding
- Notes ≠ knowledge  
- Organization ≠ learning

## Challenge
Design a personal knowledge system incorporating *effective learning* principles:
- Spaced repetition, active recall, testing effect
- Feynman technique (teaching to learn)
- The gap between capturing and understanding
- "Hoarding knowledge without processing it"

## Output
Single HTML file with 3 switchable prototypes. Each must:
1. Solve via different mental model (not visual variations)
2. Be immediately usable with real interactions
3. Follow minimalist design principles

## For Each Prototype:
- Name: One evocative word
- Philosophy: One sentence about learning/knowledge
- The unit: What is the atomic element? (Not "a note")

## Constraints
- One bold aesthetic choice per prototype
- Mobile-first
- Google Fonts (Instrument Serif, Fraunces, Space Mono, Karla)
- CSS-only animations, vanilla JS

Key question: What's the difference between "having notes about X" and "understanding X"?

Sample Domains

  • Indian Classical Music: Raga time associations, taal/rhythm, sarangi practice
  • Mathematics: Probability interpretations (Bayesian vs Frequentist)
  • Autodidact Patterns: Ramanujan's method, Faraday's bookbinding
  • Physics: Electromagnetic induction, Dirac's antimatter

References

  • Bjork & Bjork (2011) — "Creating Desirable Difficulties to Enhance Learning"
  • Rohrer & Taylor (2007) — Interleaving research
  • Andy Matuschak — Evergreen notes, Mnemonic medium, Orbit
  • Michael Nielsen — "Augmenting Long-term Memory"

The Forge

Memory is strengthened through retrieval struggle, not re-reading.

12
Overdue
8
Due Today
147
Total
Today's Session ~15 min
20 cards across 4 domains
Genius Studies · Due 2 days ago

What was unique about Ramanujan's method of learning from Carr's Synopsis?

Retrieve from memory before revealing...

Target understanding

Carr's Synopsis listed 5,000 theorems with minimal proofs. Ramanujan supplied his own proofs, teaching himself by working backwards from results to derivations.

Queue

MusicWhat makes Raga Yaman suited to evening?3d ago
MathBayesian vs Frequentist "30% rain"Today
PhysicsFaraday's bookbinding → his methodTomorrow
The Science

Testing effect: Retrieval strengthens memory more than re-studying. Spacing: Review just before forgetting. The struggle IS the learning.

The Crucible

You don't have a storage problem. You have a processing problem. One rule: you cannot save until you can explain.

"I've been hoarding knowledge without processing it. It's a Dragon's Hoard. It just sits there."

— Zettelkasten Forum user

Unprocessed

23 items
Article
Ramanujan's method with Carr's Synopsis
12 days ago — stale
Video
Bayesian vs Frequentist probability
3 days ago
Conversation
Raga Yaman and prahar time system
Yesterday
Process This
The autodidact pattern: Seven geniuses share four elements — obsessive self-study, one transformative book, courage to work beyond training, a moment of recognition.
The Gate: Explain in your own words
Minimum 50 words. Demonstrate understanding.
You should answer these
Why did ONE book matter more than many?
What does "courage beyond training" look like?
How does this connect to YOUR learning?

Refined Understandings (43)

Indian Music

Why complex rhythms need visualization, not counting

The gap between beats is where internalization happens. FEELING 7 beats differs from knowing them intellectually.

Probability

What "30% rain" means depends on philosophy

Frequentists: long-run ratio. Bayesians: degree of belief. Different questions, not right/wrong.

Your Intellectual Territory

Not notes you've taken. Questions you can now answer.

Can explain
Partial
Want to know
Indian Music67%
Why ragas have times?
Practice 7-beat cycles?
Sarangi technique?
How layakari builds?
Autodidacts82%
4 elements of genius?
Ramanujan's method?
Faraday → science?
Role of recognition?
Probability45%
Bayesian vs Frequentist?
When use which?
Propensity view?
Bayesian updates?

Add a Question

Thinking Out Loud

Understanding happens in conversation — with probing questions, with the resistance of articulating.

Start a dialogue
Why did the autodidact pattern work? Genius Studies
Probe
You said they share "obsessive self-study." But lots study obsessively without becoming geniuses. What was different?
You
They weren't studying to pass a test. Ramanujan supplied his own proofs because he HAD to know why theorems were true.
Probe
Why did "one transformative book" matter? Couldn't you have curiosity with many books?
You
Maybe constraints force depth? With one book, you can't skip hard parts. Many books might let you stay shallow everywhere.
Probe
That's a hypothesis. Does it hold for Faraday? He had many books — he was binding them.
The struggle to articulate IS the learning
How probes work

Questions that expose gaps: "But..." "What about..." "How does that explain..." Push you to the edges of understanding, where real learning happens.

Past Dialogues

Probability interpretations
14 exchangesDeep
Why Yaman in evening
8 exchangesResolved
Complex taals
11 exchangesOngoing