PAL Processing Visualization Test

System Response 500 ms

Personalized Outcome

Adaptive focus delivered

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