Roadmap

1. SPRINT 1

   Geospatial ETL foundation

   Done
2. SPRINT 2

   Microcell engine

   Done
3. SPRINT 3

   Baseline Random Forest

   Done
4. SPRINT 4

   FastAPI service

   Done
5. SPRINT 5

   React dashboard MVP

   Done
6. SPRINT 6

   Pilot deployment — Tuntum/MA

   Done
7. SPRINT 7

   Ensemble (GB + XGBoost)

   In Progress
8. SPRINT 8

   Real Time Weather integration

   In Progress
9. SPRINT 9

   Copernicus DEM upgrade

   Planned
10. SPRINT 10

    LiDAR integration

    Planned
11. SPRINT 11

    Change detection from satellite

    Planned
12. SPRINT 12

    Participatory layer v2

    Planned
13. SPRINT 13

    Mobile App (operators)

    Planned
14. SPRINT 14

    WhatsApp Alerts

    Planned
15. SPRINT 15

    Multichannel Alerts (SMS / Email / Push)

    Planned
16. SPRINT 16

    Predictive Hydrology

    Planned
17. SPRINT 17

    Digital Twin of the municipality

    Planned
18. SPRINT 18

    Multi-city scaling

    Planned
19. SPRINT 19

    Public open dashboard

    Planned
20. SPRINT 20

    International expansion

    Planned

Roadmap items are indicative and may evolve based on pilot feedback and partnerships.