A quiet multi-agent system.
Specialised agents run as event-driven backend services. They surface findings only when patterns are clinically meaningful — never as live chatter.
Agent registry
Watches gameplay behaviour for hesitation, repeated errors and fatigue signals.
Adjusts spacing, contrast and speed seamlessly during play.
Offers occasional gentle feedback when emotional or cognitive signals warrant it.
Analyses sound-matching performance across phoneme and rhyme tasks.
Detects mirror-letter confusion and orientation reversal patterns.
Tracks focus stability, drift and distraction frequency.
Estimates frustration and confidence trajectories.
Models cognitive endurance and fatigue curves.
Aggregates findings into evidence-led recommendations.
Orchestrates agents and arbitrates conflicting signals.
Meaningful findings
- Visual-Spatial2h ago
Mirror b/d confusion elevated across last 3 sessions (+18%)
- Attention Monitoringyesterday
Focus stability drops after ~6 minutes of continuous play.
- Phonologicalyesterday
Rhyme detection improving steadily — +12% over 7 days.
- Interventiontoday
Multisensory b/d drill recommended; classroom note prepared.