UPDATE

Modules/Ai/farm_data/context.py

@@ -0,0 +1,34 @@
+from datetime import date
+
+
+def load_farm_context(sensor_id: str) -> dict | None:
+    from irrigation.models import IrrigationMethod
+    from location_data.satellite_snapshot import build_location_block_satellite_snapshots
+    from farm_data.models import SensorData
+    from farm_data.services import get_farm_plant_snapshots
+    from weather.models import WeatherForecast
+
+    try:
+        sensor = SensorData.objects.select_related("center_location").prefetch_related("plant_assignments__plant").get(
+            farm_uuid=sensor_id
+        )
+    except SensorData.DoesNotExist:
+        return None
+
+    location = sensor.center_location
+    satellite_snapshots = build_location_block_satellite_snapshots(location)
+    forecasts = list(
+        WeatherForecast.objects.filter(location=location, forecast_date__gte=date.today()).order_by("forecast_date")[:7]
+    )
+    plants = get_farm_plant_snapshots(sensor)
+    irrigation_methods = list(IrrigationMethod.objects.all()[:5])
+
+    return {
+        "sensor": sensor,
+        "location": location,
+        "satellite_snapshots": satellite_snapshots,
+        "forecasts": forecasts,
+        "history": [],
+        "plants": plants,
+        "irrigation_methods": irrigation_methods,
+    }