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This guided sample uses preloaded, read-only evidence to show the Student, Educator, and Admin experience in under two minutes.
Recursion session
From confusion to evidence.
Question“How does recursion work?”
Adaptive hint ladderStart with the stopping condition before introducing recursive calls.
Mini-practiceTrace factorial(3) and identify the base case.
Explain-backStudent explains that each call reduces the problem until the base case returns.
Mastery validated72% mastery; next concept unlocked: tracing recursive calls.
Learning impact report
Evidence, not activity.
42% → 72%Mastery gain
2Misconceptions resolved
1Hint used
Time to understanding: 8 minutes of guided reasoning, practice, and explain-back—not an instant answer.
Teacher intervention queue
Who needs attention now?
High risk · Maya R.38% mastery · recurring array indexing misconception · recommend 2-minute micro-lesson.
Monitor · Dev S.54% mastery · repeated loop-boundary errors · review checkpoint reasoning.
Stable · Aisha P.78% mastery · ready for closure practice.
Educator evidence
See why, not only what.
- Hint usage and checkpoint attempts.
- Personalized explain-back rubric and score.
- Concept prerequisites, unlocks, and misconceptions.
- Session replay shows where the learner struggled.
Platform operations
Scalable learning signals.
248Students
1,832Sessions
74%Hint effectiveness
System health
Production readiness.
- Database connected and role-based access enforced.
- API telemetry reports response time and success rate.
- Admin can inspect recent sessions and learner accounts.