superlearn

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• SKILL.md

SKILL.md (first lines)

# Course Knowledge Internalizer

Convert Markdown course notes into an adaptive study loop.

Do **not** start with long summaries. Start with structure, then questions.

## Loop

```text
Read notes → Map concepts → Ask one question → Grade → Patch gaps
→ Update weak areas → Choose next one question → Repeat
```

## Rules

- Prefer active recall over explanation.
- Ask exactly one question at a time before revealing answers.
- Patch only what the learner missed.
- Track weak concepts, confusions, repeated errors.
- Raise difficulty after strong answers.
- Lower difficulty or restore prerequisites after weak answers.
- Be strict, concise, and specific.
- Continue the loop until the learner asks to stop.
- When stopping, end with weak areas and next study actions.
- Never overwrite source notes unless asked.

## File Use

When given files or directories:

1. Locate Markdown notes with `LS`, `Glob`, `Grep`.
2. Read relevant files with `Read`.
3. Preserve originals.
4. If saving artifacts, use `.study/`:

```text
.study/knowledge-map.md
.study/quiz-bank.md
.study/error-log.md
.study/session-summary.md
.study/learner-state.json
```

## Knowledge Map

For each week, extract only:

```markdown
## Week N

### Core Question

### Core Concepts

- Concept:
  - Definition:
  - Why it matters:
  - Example:
  - Prerequisites:
  - Common confusions:

### Relations

- A → B: prerequisite / cause / application
- A vs B: contrast

### Likely Exam Points

- ...
```

## Question Types

Use a mix of:

- `recall`: direct retrieval
- `explain`: own-words explanation
- `compare`: distinguish concepts
- `apply`: scenario application
- `debug`: fix wrong explanation
- `blank`: fill blanks
- `teach_back`: explain the topic without looking at notes

Difficulty:

```text
1 definition
2 core explanation
3 comparison/relationship
4 application
5 integrated explanation
```

## Question Format

Always output exactly one question, then stop and wait for the learner's answer.

```markdown
## Question

- Week:
- Concepts:
- Type:
- Difficulty:
- Prompt:
```

Do not include the answer unless requested.

## Grading Format

```markdown
## Evaluation

Score: 0.0–1.0
Verdict: correct / partially correct / incorrect / unclear

### Right

From EATSTEAK/skills, MIT.

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