Reviewed, safety-locked topics
The AI student you have to teach

Sunny thinks he
already knows.

There’s just one problem: he’s confidently wrong. Pick a topic, find the flaw, and teach him until he can use the idea himself.

1 Explain→2 Convince→3 Transfer
“I’m pretty sure I know this one…”
Sunny’s mind

Your learning journey

Saved on this device
Today4 min

Sunny needs help learning something new.

Loading today’s mission…

Sunny’s keepsakesEarned by explaining, applying, and remembering
Choose a teaching mission

What will you teach Sunny?

Free-play is intentionally off. Every topic has a seeded misconception, a mechanism rubric, and a verified consolidation model.

Five-minute teach-back · Instructor workspace

Inspect the explanation,
not an AI-generated grade.

Create one understanding check, send one link, and review the student’s exact mechanism, contradiction, and transfer evidence.

1 checkexplain · correct · transfer
Southwestern MAT52-164 example

Create a teach-back check

This catalog-aligned prototype checks a Calculus I misconception about derivatives and extrema. Confirm it against the instructor’s current syllabus before classroom use.

Calculus I
Student link preview
MAT52-164 · Modern Calculus I · Southwestern

Does f′(c) = 0 guarantee a maximum or minimum?

Show that you can classify a critical point using derivative behavior.

  1. Correct Sunny’s misconception
  2. Explain the underlying mechanism
  3. Handle one new situation
Prototype links encode only activity settings. Completed sessions remain in server memory for 24 hours.
Productive help-seeking ↔ avoidant offloading

Same assignment. Same AI. Different process.

Rubric learning-integrity-v1.1
Observed events first

Evidence in context

Annotations link facts to rubric interpretations
Rubric interpretation

How the evidence became a score

Weights × observed values
Advisory sensitivity sandbox

Would a contestable assumption change the label?

The official pinned result never changes.

Official score shown
Narration-only layer

The deterministic result will appear here.

Report provenance unavailable
What this instrument does not claim
    Secondary learning evidence

    Where understanding breaks

    6 explanations · Evidence, not grades
    Depth by student

    Fact, mechanism, or transfer?

    Topic pack studio

    Create a safe teaching mission

    Enter an academic or practical topic. GPT-5.6 will draft a misconception, explanation rubric, transfer check, and verified final model for you to review.

    Custom generation requires an OpenAI API key. Nothing becomes playable until you approve the review.
    Start here

    Choose your learning path

    Sunny works best as retrieval practice. If this topic is new, study the short guide first. When you begin teaching, the notes close.