Build the application

## Build
Monitor Singapore real-time rainfall data to reschedule hauler container collection slots at port terminals. Calculate slipway congestion risks and balance driver shifts across alternative pickup intervals.

## User
Fleet Logistics Dispatcher

## Workflow
1. Ingest terminal hauler appointment rosters and container pickup deadlines for PSA terminals.
2. Fetch real-time rainfall and storm warning telemetry from data.gov.sg weather APIs.
3. Compute rain-induced transit delays and gate buffer windows for heavy transport vehicles.
4. Propose non-conflicting appointment rescheduling slots and notify carrier drivers via formatted alerts.

## Interface
A dynamic dispatch timetable showing rain radar overlays, slot utilization gauges, and side-by-side rescheduled appointment proposals.

## Data
Query data.gov.sg real-time weather rainfall endpoints combined with synthetic prime mover schedules in CSV format.
Starter examples below are synthetic. They are not downloaded records.

## Source
[Singapore open data API](https://guide.data.gov.sg/developer-guide/api-overview)
Extract real-time weather APIs from data.gov.sg to calculate heavy transport travel delay allowances.

## Tools
dspy, fastapi, pandas.
DSPy compiles robust prompt programs to negotiate optimal schedule adjustments under hard boundary constraints.
Local or hosted LLM with strong constraint satisfaction capabilities.

## Deliverables
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

## Acceptance
- Polls live Singapore rainfall APIs to flag heavy weather conditions above 15mm/hr.
- Reschedules terminal pickup slots without violating driver statutory rest limits.
- Produces updated fleet dispatch schedules with verified slot adjustments.
- Maintains zero overlapping gate appointments for identical container transport chassis.

## Starter Examples
```json
[
  {
    "input": {
      "vehicle_id": "PM-104",
      "current_slot": "2025-05-02T15:00:00+08:00",
      "terminal": "Pasir Panjang Terminal 3",
      "route_rainfall_mm": 28.5,
      "driver_max_hours_remaining": 4.5
    },
    "expected_output": {
      "reschedule_recommended": true,
      "revised_slot": "2025-05-02T16:15:00+08:00",
      "weather_delay_allowance_min": 45,
      "driver_compliance_verified": true,
      "alert_message": "Slot rescheduled due to severe monsoon rain near Pasir Panjang corridor."
    }
  },
  {
    "input": {
      "vehicle_id": "PM-202",
      "current_slot": "2025-05-02T15:00:00+08:00",
      "terminal": "Tuas Port Phase 1",
      "route_rainfall_mm": 2,
      "driver_max_hours_remaining": 6
    },
    "expected_output": {
      "reschedule_recommended": false,
      "revised_slot": "2025-05-02T15:00:00+08:00",
      "weather_delay_allowance_min": 0,
      "driver_compliance_verified": true,
      "alert_message": "Weather normal. Proceed with scheduled pickup window."
    }
  }
]
```

## Safety
Coordinates internal fleet scheduling; does not submit automated binding requests to actual port authority systems.
Use mock external writes. Require human review before any real deployment.