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Speed Run Learning Model

408 words
2 min read
This is the learning loop for the site. It keeps notes, solutions, flashcards, and visuals in one coherent system.

Learning loop

  1. Read the source
  2. Solve the normal assignment
  3. Distill the week into a note
  4. Add recall prompts
  5. Create one visual aid if the week is concept-heavy
  6. Link the week into the course hub
  7. Revisit with a refresher pass before exam time

What "speedrun" means here

It does not mean rushed or shallow. It means:
  • no streak or XP clutter
  • no pointless dashboard noise
  • one clear artifact per learning target
  • atomic thinking, but not split into absurd fragments
  • enough depth to be exam-usable

Weekly note structure

Use one markdown file per week when possible.
Recommended sections:
  • Concepts
  • Facts
  • Procedure
  • Duration / path / outcome
  • Stages / phases / spectrum
  • Jargon
  • Refresher
  • Handbook

Assignment solution structure

For each normal assignment:
  1. Identify the topic
  2. Solve it once cleanly
  3. Mark the trick
  4. Capture the reusable rule
  5. Attach the rule to the relevant week note
If the assignment is GRPA or PPA, leave it alone unless the user asks.

Course hub structure

Every course should have:
  • one comprehensive note
  • one week-by-week path
  • one queue/status page
  • one flashcard or template entry point

Template stack

Use these templates as the default toolkit:
  • study-prompt-bank.md
  • revision-handbook.md
  • flashcard-template.md
  • visual-aid-template.md

Flashcard logic

Flashcards should answer:
  • What is it?
  • When do I use it?
  • What is the trap?
  • What is the shortest correct recall?

Visual aid logic

Visual aids should answer one of these:
  • timeline
  • flow
  • comparison
  • spectrum
  • table

Course-specific adaptation

  • Maths: formulas, theorem chains, derivations, visual geometry, traps
  • Python: syntax, patterns, edge cases, data flow, mutation rules
  • English: grammar logic, usage, voice, function, composition, revision

Quality checks

  • Can a first-time learner follow it?
  • Does it fit on one screen or one page?
  • Is the key idea visible before the explanation?
  • Is the common mistake called out?
  • Does it still make sense during exam revision?

Maintenance rule

If the week gets too large, do not split the system into many files by default. Prefer one strong week note with clear sections and linked visuals.
Document Outline
Table of Contents
System Normal // Awaiting Context

Intelligence Hub

Navigate the knowledge graph to generate context. The Hub adapts dynamically to surface backlinks, related notes, and metadata insights.