PAL Processing Animation
Interactive visualization of the Personalized Adaptive Learning pipeline
1 Unit Detection
Performance history Knowledge gaps Difficulty estimate Prerequisite links Time available Mastery status
2 Modality Selection
Goal (diagnose/practice/test) Time budget Cognitive load Spaced-repetition schedule Device context Language level
3 Content Sourcing
Question pools Concept graph Media availability Hint templates Solution sets Recency and licensing
4 Instance Assembly
Learning style preference Hint strategy Solution format Visual preferences Feedback timing Media types
5 Adaptive Coaching
Accuracy trend Error diagnostics Confidence tracking Pacing control Next-step policy Checkpoint cadence