---
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.