
One Loop.
Five evidence-backed steps.
StarLoop is not an AI that studies for you. It is a learning system that walks you through the techniques cognitive science keeps proving.
Spark
Frame the topic. Light the path.
Tell StarLoop what you want to learn. It builds a structured outline of bite-sized subtopics, so you start with a plan instead of a blank page.
The Science
Study
Read the lesson. Highlight. Ask.
Read a clear lesson, highlight what matters, keep notes, and ask the tutor when a sentence stops making sense.
The Science
Speak
Say it back in your own words.
Write a short summary. StarLoop patches what you missed and turns skipped concepts into the next round of practice.
The Science
Stretch
Push past recognition into real recall.
Short quizzes pull the material out of your head, then missed ideas become flashcards with corrective feedback.
The Science
Spiral
Come back on schedule. The loop builds mastery.
Flashcards return at expanding intervals with FSRS. Weak cards come back sooner; mastered cards back off.
The Science
Every feature maps to a finding.
Researchers built the evidence. StarLoop turns it into a product you can actually use.
| In StarLoop | Technique | Research Findings |
|---|---|---|
| Summary in your own words -> Speak | Retrieval practice | Bringing information to mind strengthens later retention far more than re-exposure. Roediger and Karpicke's test-enhanced learning studies are the core citation. |
| Tutor Drill mode | Low-stakes testing | Testing isn't just assessment - it's a learning event. Frequent, low-pressure quizzing improves retention even without restudy. |
| Flashcards and Review Now -> Spiral | Distributed practice | Cepeda et al.'s meta-analysis found broad evidence that spacing study over time beats massed cramming. FSRS schedules each card against your own forgetting curve. |
| Explain the concept simply | Self-explanation | The "Feynman Technique" is the popular wrapper; the academic finding is self-explanation. Chi et al. showed that generating your own explanations measurably improves understanding. |
| Wrong answer -> why it was wrong | Formative feedback | Feedback works best when it clarifies the goal, your current understanding, and the next step - which is exactly what StarLoop's remediation gives you on every miss. |
| Weakness-aware quizzes | Desirable difficulty | Bjork's "desirable difficulties" framing: practice that feels effortful - retrieval, spacing, interleaving - produces more durable learning than practice that feels easy. |
| Gap detection and knowledge profile | Metacognition | Re-reading creates an illusion of fluency. Retrieval and feedback reveal what you actually know. Dunlosky's work on self-regulated learning emphasizes monitoring what you know and steering study time accordingly. |
| Applied questions when you're on a roll | Transfer & application | Applying a concept in a new context moves you beyond recognition toward flexible understanding - the difference between passing the quiz and using the knowledge. |

Study less passively.
Learn more actively.
Pick something you have been meaning to learn. StarLoop will turn it into a loop.