Capability
3 artifacts provide this capability.
Want a personalized recommendation?
Find the best match →via “real-time behavioral event tracking”
via “student-engagement-and-motivation-tracking”
Unique: Distinguishes productive struggle (high effort, eventual mastery) from unproductive struggle (high effort, no progress) by correlating effort signals with learning outcomes, enabling targeted interventions rather than blanket encouragement
vs others: More nuanced than simple attendance tracking because it analyzes effort patterns and correlates them with outcomes, identifying students who are trying hard but not progressing (needing instructional support) vs. those disengaging (needing motivation support)
Building an AI tool with “Participant Behavior And Attention Tracking”?
Submit your artifact →curl unfragile.ai/agents.md | sh© 2026 Unfragile. The platform for software for agents.