... weak-topic patterns - time-management collapse - repeated mistakes - accuracy under pressure - chapter-wise consistency The interesting part is our AI-assisted question pipeline: Questions are generated in structured JSON format, then validated through multi-stage verification loops for: - conceptual correctness - PYQ-style difficulty alignment - option ambiguity - logical consistency Uncertain questions are automatically routed to a human review dashboard before entering production. Currently working on: - institute workspaces - batch analytics - teacher dashboards - mistake intelligence - adaptive retry workflows Would genuinely love feedback from ...