Future Integrations

Planned extensions deliberately kept below the MVP command workflow so the prototype stays disciplined.

live

Future Integration

These are explicitly out of MVP scope.

The current submission focuses on fixed-capacity patrol ranking, assignment workflow, evidence replay, and a feedback-ready learning loop.

WhatsApp Business dispatch

Promote assignment notifications from the seeded officer workflow into a production-safe mobile dispatch channel after MVP acceptance testing.

Citizen reports with trust scoring

Add photo, GPS, and duplicate-pattern weighting so public reports act as signals rather than autonomous enforcement triggers.

Civic mobility rewards

Reward officially validated citizen reports without affecting challan flow or core patrol ranking decisions.

ASTraM congestion calibration

Calibrate the obstruction proxy against measured congestion feeds when ASTraM vehicle-count or corridor-speed data is available.

PostgreSQL audit + BTP identity

Move from seeded in-memory state to durable audit logs, authenticated operators, and station-level access controls.

Multi-shift city-wide optimization

Extend fixed-capacity ranking into cross-shift resource planning once the per-shift dispatch loop is operationally trusted.