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Why Spaced Repetition Is the Secret to Actually Remembering Code

Heaven

Learning Engineer

February 10, 2025
6 min read
spaced-repetitionlearningmemorysm-2

You learn a new concept. You understand it. You move on. Three weeks later, you can't remember how it worked.

Sound familiar? This is the **forgetting curve**, first described by Hermann Ebbinghaus in 1885. Without reinforcement, we forget roughly 70% of new material within 24 hours.

What Is Spaced Repetition?

Spaced repetition is a learning technique where you review material at increasing intervals. Instead of reviewing something every day, you review it at the optimal moment — just before you would have forgotten it.

The intervals grow over time:

  • Day 1: learn it
  • Day 2: first review
  • Day 6: second review
  • Day 21: third review
  • Day 60: fourth review
  • The SM-2 Algorithm

    Most spaced repetition systems (Anki, SuperMemo, Execute Program) are based on the SM-2 algorithm. After each review, you rate how well you remembered:

    0 = blackout (complete forgot)
    1 = wrong but the answer was close
    3 = correct but hard
    4 = correct with hesitation
    5 = perfect recall

    If you score 3+, the next review interval increases. If you fail (0-2), it resets to 1 day.

    Why It Works for Programming

    Programming knowledge is especially suited for spaced repetition because:

  • **It's declarative** — syntax, APIs, and idioms can be distilled into Q&A form
  • **It compounds** — knowing `map` makes `flatMap` easier
  • **It's practical** — if you can recall a pattern cold, you can use it under pressure
  • codemirr's Review System

    Our Pro review system builds a queue of flashcards from every lesson you complete. When you learn "Python list comprehensions vs JavaScript .map()", that becomes a reviewable card:

    > **Q:** What's the Pythonic equivalent of `[1,2,3].map(n => n*2)`?

    > **A:** `[n * 2 for n in [1,2,3]]`

    The more you review, the longer the intervals. Eventually, you'll just *know* it.

    Conclusion

    Reading once is not learning. Spaced repetition turns passive exposure into durable knowledge. It's the difference between recognizing something and being able to use it.

    Thanks for reading! Have questions?

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