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LearningMay 15, 2026

“One More Round”: The Early Signal of Self-Directed Learning

I don't measure how many problems a child gets right. I measure whether, after one round, they say those four words on their own.


Every product needs a north star metric. For momomori's first product, the north star is just three words:

One more round.

Not the score, not the accuracy, not the completion rate. It's whether, after finishing a round, with nobody asking them to, the child looks up and says: "One more round."

Why that line

Because the essence of self-directed learning is internalized motivation.

  • Passive learning: the motivation is outside (parent, teacher, reward, punishment).
  • Self-directed learning: the motivation is inside (curiosity, competence, wanting to try again).

When a child asks for "one more round" on their own, it means the motivation has moved from external to internal. They're not completing a task — they're chasing something they want.

That's where learning actually begins.

It can be measured

It sounds mystical, but it's actually a behavioral metric you can record. In EXP-001 I define it as:

A spontaneous "one more round" rate of R ≥ 50% — the core loop holds.

I invite at least five children to play, and I observe — no guiding, no teaching. I just record: when they finish, do they put it down and walk away, or do they ask for another round?

Grades lie. Scores inflate. But whether a child wants to play one more time, on their own — that doesn't lie.

That's why I've chosen to trust it.

# self-directed learning# north star# motivation