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• Scale (Long-term)

  ## 🚀 Scale Milestone (Apr–Sep) Expand beyond the MVP by integrating **advanced AI capabilities**, **deepening gamification**, and **operationalizing the platform** for sustained growth. ### 🔹 Key Goals - **AI Personalization**: Upgrade the recommendation engine with adaptive, AI-driven learning pathways. - **Gamification Depth**: Expand badges, streaks, and progression mechanics into a richer engagement system. - **Operational Excellence**: Establish production-grade monitoring, CI/CD automation, scalability, and security. ### 🎯 Outcome A robust platform that delivers highly personalized experiences, motivates users through meaningful progression, and reliably supports a growing user base.

  Due by May 31, 2026

  •1/9 issues closed
  11% complete8 open1 closed

• Growth (Mid-term)

  Focus on improving the end-to-end user experience and strengthening system reliability. This includes refining the onboarding flow to reduce friction and improve first-time user success and hardening the platform with performance, error handling, and monitoring improvements to ensure reliability at scale.

  Overdue by 4 month(s)

  •

  Due by December 31, 2025

  •0/8 issues closed
  0% complete8 open0 closed

• MVP (Short-term)

  Build the MVP for FinQuest. Ship the CUJs + setup basic infra.

  Overdue by 6 month(s)

  •

  Due by October 31, 2025

  •8/12 issues closed
  66% complete4 open8 closed