AI UPDATE

dashboard_data/services.py

@@ -46,15 +46,85 @@ AI_DRIVEN_CARDS = {
 }
 
 
+def _farm_profile_from_context(context: dict) -> dict:
+    sensor = context.get("sensor")
+    location = context.get("location")
+    plants = context.get("plants", [])
+    irrigation_methods = context.get("irrigation_methods", [])
+
+    return {
+        "sensor_id": str(getattr(sensor, "uuid_sensor", "")) if sensor else "",
+        "crop_type": getattr(plants[0], "name", None) if plants else None,
+        "region": {
+            "latitude": float(location.latitude) if location else None,
+            "longitude": float(location.longitude) if location else None,
+        },
+        "season": timezone.now().date().isoformat(),
+        "farming_method": getattr(irrigation_methods[0], "name", None) if irrigation_methods else None,
+    }
+
+
+def _sensor_trends_payload(sensor_id: str, context: dict) -> dict:
+    chart = build_sensor_comparison_chart(sensor_id=sensor_id, context=context, ai_bundle=None)
+    return {
+        "current_value": chart.get("currentValue"),
+        "current_value_quality": chart.get("currentValueQuality"),
+        "vs_last_week": chart.get("vsLastWeekValue"),
+        "series": chart.get("series", []),
+    }
+
+
+def _alerts_payload(sensor_id: str, context: dict) -> dict:
+    tracker = build_farm_alerts_tracker(sensor_id=sensor_id, context=context, ai_bundle=None)
+    return {
+        "total_alerts": tracker.get("totalAlerts", 0),
+        "alerts": tracker.get("alerts", []),
+        "most_critical_issue": tracker.get("mostCriticalIssue"),
+        "clusters": tracker.get("alertClusters", []),
+    }
+
+
+def _anomalies_payload(sensor_id: str, context: dict) -> dict:
+    anomaly_card = build_anomaly_detection_card(sensor_id=sensor_id, context=context, ai_bundle=None)
+    return {
+        "anomalies": anomaly_card.get("anomalies", []),
+        "interpretation_seed": anomaly_card.get("interpretation"),
+    }
+
+
+def _build_ai_payload_request(sensor_id: str, context: dict) -> dict:
+    structured_context = {
+        "farm_profile": _farm_profile_from_context(context),
+        "detected_alerts": _alerts_payload(sensor_id, context),
+        "anomaly_events": _anomalies_payload(sensor_id, context),
+        "sensor_trends": _sensor_trends_payload(sensor_id, context),
+        "timestamps": {
+            "generated_at": timezone.now().isoformat(),
+        },
+    }
+    system_prompt = (
+        "You are an agricultural decision-support assistant. "
+        "Use only the structured data provided. "
+        "Do not hallucinate sensor values, timestamps, severities, or agronomic events. "
+        "Generate concise, actionable outputs.\n\n"
+        "For the timeline, explain what happened, when it happened, and why it matters.\n"
+        "For recommendations, prioritize by alert severity, time proximity, and potential crop impact.\n"
+        "Return recommendation objects with: recommendation_title, explanation, suggested_action, urgency_level, related_alert_id (optional)."
+    )
+    return {
+        "sensor_id": sensor_id,
+        "cards": sorted(AI_DRIVEN_CARDS),
+        "system_prompt": system_prompt,
+        "structured_context": structured_context,
+    }
+
+
 def build_dashboard_payload(sensor_id: str) -> dict:
     context = load_dashboard_context(sensor_id)
     if context is None:
         return {}
 
-    ai_payload_request = {
-        "sensor_id": sensor_id,
-        "cards": sorted(AI_DRIVEN_CARDS),
-    }
+    ai_payload_request = _build_ai_payload_request(sensor_id, context)
     ai_bundle = request_dashboard_ai_bundle(sensor_id=sensor_id, payload=ai_payload_request)
 
     return {
@@ -88,10 +158,7 @@ def build_dashboard_payload_with_cache(sensor_id: str) -> dict:
     if context is None:
         return {}
 
-    ai_payload_request = {
-        "sensor_id": sensor_id,
-        "cards": sorted(AI_DRIVEN_CARDS),
-    }
+    ai_payload_request = _build_ai_payload_request(sensor_id, context)
     ai_bundle = request_dashboard_ai_bundle(sensor_id=sensor_id, payload=ai_payload_request)
 
     payload = {}