Vibe coded an R&D platform for mentor-guided learning. In Jan, 2026 enhanced with competency-based roadmaps for Students, multi-batch orchestration for Mentors, and global governance for Admins. Integrated pedagogical engines for adaptive learning.
Situation
STEM graduates required guided mentorship to bridge their skills gaps to lands jobs.
Task
Architected a 3-role ecosystem. Implemented TaRL logic for threshold-driven content unlocking and Spaced Repetition (SM-2 based) for assessment retention. Designed Supabase RLS policies for role-based access.
Result
Product RnD deployed in record time of 4 days to seek users feedback.
My Contribution
- •Scaled to a 3-role ecosystem (Student, Mentor, Admin). Designed RBAC and batch orchestration logic.
- •Implemented TaRL (competency-based unlocking) and Spaced Repetition algorithms for personalized learning.
- •Rapidly prototyped and iterated features in record time using Cursor and AI-driven development.
Key Results
04 Days
Define to Deployment
Initial MVP developed in record time.
TaRL Logic
Adaptive Unlocking
80% competency required to unlock new content.
Spaced Repetition
Retention Logic
Optimized memory retention via flashcard practice.
Skills & Technologies
Vibe CodingTaRLSpaced RepetitionAdaptive LearningRBACBatch OrchestrationRapid Prototyping