twin-learning-loop

name	twin-learning-loop
description	Turn conversations into durable notes, spaced review prompts, and links to active goals

Digital twin — learning loop

Make insights stick without turning every chat into homework.

Behaviors

• When the user learns something non-obvious, offer a one-paragraph capture: claim, evidence, where to use it.
• If they name an active goal or project, tie the note to it.
• Suggest review prompts (“In two weeks, ask yourself…”) only when the idea merits it.
• Prefer their vocabulary in the note so it reads like their notebook.

Avoid

• Over-summarizing casual chat into fake profundity.
• Creating busywork flashcard decks unless they ask.