update applying current ai insight from dashboard-cpsp

backend/apps/operations/migrations/0012_aiinsight_upgrade_cache_scope.py

@@ -0,0 +1,77 @@
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ("farms", "0020_kandang_flock_source_ids"),
+        ("operations", "0011_aiinsight_unique_cycle_date_section_session"),
+    ]
+
+    operations = [
+        migrations.RemoveConstraint(
+            model_name="aiinsight",
+            name="uniq_ai_insight_cycle_date_section_session",
+        ),
+        migrations.RemoveField(
+            model_name="aiinsight",
+            name="section",
+        ),
+        migrations.RemoveField(
+            model_name="aiinsight",
+            name="session",
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="kandang",
+            field=models.ForeignKey(
+                blank=True,
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                related_name="ai_insights",
+                to="farms.kandang",
+            ),
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="topic",
+            field=models.CharField(blank=True, db_index=True, default="", max_length=64),
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="report_type",
+            field=models.CharField(blank=True, db_index=True, default="page", max_length=32),
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="report_period",
+            field=models.CharField(blank=True, db_index=True, default="current", max_length=64),
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="summary",
+            field=models.TextField(blank=True, default=""),
+        ),
+        migrations.AddField(
+            model_name="aiinsight",
+            name="citations",
+            field=models.TextField(blank=True, default="[]"),
+        ),
+        migrations.AlterField(
+            model_name="aiinsight",
+            name="alert",
+            field=models.CharField(blank=True, default="", max_length=100),
+        ),
+        migrations.AlterModelOptions(
+            name="aiinsight",
+            options={"ordering": ["-date", "-created_at"]},
+        ),
+        migrations.AddConstraint(
+            model_name="aiinsight",
+            constraint=models.UniqueConstraint(
+                fields=("cycle", "kandang", "topic", "report_type", "report_period"),
+                name="uniq_ai_insight_cache_scope",
+            ),
+        ),
+    ]

backend/apps/operations/models.py

@@ -29,21 +29,31 @@ class IotPanel(models.Model):
 class AIInsight(models.Model):
     date = models.DateField()
     insight_text = models.TextField()
-    alert = models.CharField(max_length=100)
+    alert = models.CharField(max_length=100, blank=True, default="")
-    section = models.CharField(max_length=100)
-    session = models.CharField(max_length=100)
     cycle = models.ForeignKey(Cycle, on_delete=models.CASCADE, related_name="ai_insights")
+    kandang = models.ForeignKey(
+        "farms.Kandang",
+        on_delete=models.CASCADE,
+        related_name="ai_insights",
+        null=True,
+        blank=True,
+    )
+    topic = models.CharField(max_length=64, blank=True, default="", db_index=True)
+    report_type = models.CharField(max_length=32, blank=True, default="page", db_index=True)
+    report_period = models.CharField(max_length=64, blank=True, default="current", db_index=True)
+    summary = models.TextField(blank=True, default="")
+    citations = models.TextField(blank=True, default="[]")
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
 
     class Meta:
         db_table = "ai_insight"
-        ordering = ["-date"]
+        ordering = ["-date", "-created_at"]
         constraints = [
             models.UniqueConstraint(
-                fields=["cycle", "date", "section", "session"],
+                fields=["cycle", "kandang", "topic", "report_type", "report_period"],
-                name="uniq_ai_insight_cycle_date_section_session",
+                name="uniq_ai_insight_cache_scope",
-            ),
+            )
         ]
 
 

backend/apps/operations/serializers.py

@@ -136,3 +136,18 @@ class AIInsightSerializer(PkAsIdMixin, CycleContextMixin, serializers.ModelSeria
         model = AIInsight
         fields = "__all__"
         read_only_fields = ["id", "created_at", "updated_at"]
+
+    def to_representation(self, instance):
+        import json
+        data = super().to_representation(instance)
+        raw_citations = getattr(instance, "citations", "")
+        if isinstance(raw_citations, list):
+            data["citations"] = raw_citations
+        elif isinstance(raw_citations, str) and raw_citations.strip():
+            try:
+                data["citations"] = json.loads(raw_citations)
+            except Exception:
+                data["citations"] = []
+        else:
+            data["citations"] = []
+        return data

backend/apps/operations/views.py

@@ -236,9 +236,118 @@ class IotPanelViewSet(viewsets.ModelViewSet):
 
 
 class AIInsightViewSet(CycleScopedViewSet):
-    queryset = AIInsight.objects.select_related("cycle").all()
+    queryset = AIInsight.objects.select_related("cycle", "kandang").all()
     serializer_class = AIInsightSerializer
 
+    def get_queryset(self):
+        qs = super().get_queryset()
+        params = self.request.query_params
+        if params.get("kandang_id"):
+            qs = qs.filter(kandang_id=params["kandang_id"])
+        if params.get("topic"):
+            qs = qs.filter(topic=params["topic"])
+        if params.get("report_type"):
+            qs = qs.filter(report_type=params["report_type"])
+        if params.get("report_period"):
+            qs = qs.filter(report_period=params["report_period"])
+        return qs
+
+    @action(detail=False, methods=["get"], url_path="cached")
+    def cached(self, request):
+        import json
+        params = request.query_params
+        cycle_id = params.get("cycle_id")
+        kandang_id = params.get("kandang_id")
+        topic = params.get("topic")
+        if not cycle_id or not kandang_id or not topic:
+            return Response(
+                {"detail": "cycle_id, kandang_id, and topic are required."},
+                status=status.HTTP_400_BAD_REQUEST,
+            )
+        report_type = params.get("report_type") or "page"
+        report_period = params.get("report_period") or "current"
+        row = (
+            AIInsight.objects.filter(
+                cycle_id=cycle_id,
+                kandang_id=kandang_id,
+                topic=topic,
+                report_type=report_type,
+                report_period=report_period,
+            )
+            .order_by("-updated_at")
+            .first()
+        )
+        if row is None:
+            return Response({"detail": "No cached insight."}, status=status.HTTP_404_NOT_FOUND)
+
+        raw_cites = row.citations
+        if isinstance(raw_cites, list):
+            cites = raw_cites
+        elif isinstance(raw_cites, str) and raw_cites.strip():
+            try:
+                cites = json.loads(raw_cites)
+            except Exception:
+                cites = []
+        else:
+            cites = []
+
+        return Response({
+            "success": True,
+            "insight_text": row.insight_text,
+            "summary": row.summary,
+            "alert": row.alert,
+            "citations": cites,
+            "topic": row.topic,
+            "report_type": row.report_type,
+            "report_period": row.report_period,
+        })
+
+    @action(detail=False, methods=["post"], url_path="generate")
+    def generate(self, request):
+        params = request.data or {}
+        cycle_id = params.get("cycle_id")
+        kandang_id = params.get("kandang_id")
+        topic = params.get("topic")
+        if not cycle_id or not kandang_id or not topic:
+            return Response(
+                {"detail": "cycle_id, kandang_id, and topic are required."},
+                status=status.HTTP_400_BAD_REQUEST,
+            )
+        report_type = params.get("report_type") or "page"
+        report_period = params.get("report_period") or "current"
+        row = (
+            AIInsight.objects.filter(
+                cycle_id=cycle_id,
+                kandang_id=kandang_id,
+                topic=topic,
+                report_type=report_type,
+                report_period=report_period,
+            )
+            .order_by("-updated_at")
+            .first()
+        )
+        if row is not None:
+            import json
+            raw_cites = row.citations
+            try:
+                cites = json.loads(raw_cites) if isinstance(raw_cites, str) else (raw_cites or [])
+            except Exception:
+                cites = []
+            return Response({
+                "success": True,
+                "insight_text": row.insight_text,
+                "summary": row.summary,
+                "alert": row.alert,
+                "citations": cites,
+                "topic": row.topic,
+                "report_type": row.report_type,
+                "report_period": row.report_period,
+            })
+        return Response(
+            {"detail": "Insight belum tersedia pada mirror HQ. Pastikan insight telah di-generate pada site dashboard dan disinkronkan."},
+            status=status.HTTP_404_NOT_FOUND,
+        )
+
 
 class HealthView(APIView):
     permission_classes = [AllowAny]

backend/apps/sync/services/mirror_pull.py

@@ -421,21 +421,36 @@ def _upsert_kpis(cycle: Cycle, rows: list[dict[str, Any]]) -> int:
 
 
 def _upsert_ai_insights(cycle: Cycle, rows: list[dict[str, Any]]) -> int:
+    import json
     count = 0
     for raw in rows:
-        row_date = _as_date(raw.get("date"))
+        row_date = _as_date(raw.get("date")) or cycle.start_date
-        section = str(raw.get("section") or "")[:100]
+        topic = str(raw.get("topic") or "")[:64]
-        session = str(raw.get("session") or "")[:100]
+        report_type = str(raw.get("report_type") or "page")[:32]
-        if row_date is None:
+        report_period = str(raw.get("report_period") or "current")[:64]
-            continue
+        insight_text = str(raw.get("insight_text") or "")
+        summary = str(raw.get("summary") or "")
+        alert = str(raw.get("alert") or "")[:100]
+        raw_citations = raw.get("citations")
+        if isinstance(raw_citations, (list, dict)):
+            citations_str = json.dumps(raw_citations, ensure_ascii=False)
+        elif isinstance(raw_citations, str):
+            citations_str = raw_citations
+        else:
+            citations_str = "[]"
+
         AIInsight.objects.update_or_create(
             cycle=cycle,
-            date=row_date,
+            kandang=cycle.kandang,
-            section=section,
+            topic=topic,
-            session=session,
+            report_type=report_type,
+            report_period=report_period,
             defaults={
-                "insight_text": str(raw.get("insight_text") or ""),
+                "date": row_date,
-                "alert": str(raw.get("alert") or "")[:100],
+                "insight_text": insight_text,
+                "summary": summary,
+                "alert": alert,
+                "citations": citations_str,
             },
         )
         count += 1

components/Dashboard.tsx

@@ -1,7 +1,6 @@
 import React, { useEffect, useMemo, useState } from 'react';
 import { api, ApiError, errorMessage } from '../services/apiClient.ts';
 import type {
-  AIInsight,
   ChickenCounting,
   ChickenWeight,
   Karung,
@@ -21,12 +20,20 @@ import {
 } from '../utils/format.ts';
 import { throughVisibleDate } from '../utils/visibility.ts';
 import { getCountingAccuracyWarning } from '../utils/countingAccuracyWarning.ts';
+import { getTempStandardByDay } from '../utils/cp707EnvStandards.ts';
+import {
+  buildDashboardInsightContext,
+  buildDashboardInsightMetrics,
+  buildIotDayAggregates,
+  type EndCycleIotDayAggregate,
+} from '../utils/insightContextBuilders.ts';
 import DashboardReportCtas from './dashboard/DashboardReportCtas.tsx';
 import ReportPreviewOverlay from './dashboard/ReportPreviewOverlay.tsx';
 import CountingAccuracyWarningBanner from './counting/CountingAccuracyWarningBanner.tsx';
 import PendingCloseQueue from './PendingCloseQueue.tsx';
 import KandangRankingTop5 from './dashboard/KandangRankingTop5.tsx';
 import type { DashboardReportType } from '../types/dashboardReport.ts';
+import { AiInsightCard } from './AiInsightCard.tsx';
 
 type Props = { setView: (view: View) => void };
 
@@ -35,7 +42,7 @@ function chronological<T>(rows: T[]): T[] {
 }
 
 const Dashboard: React.FC<Props> = ({ setView }) => {
-  const { selectedCycle, selectedKandang, selectedSite } = useFarm();
+  const { selectedCycle, selectedKandang, selectedSite, selectedKandangId } = useFarm();
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [kpis, setKpis] = useState<KPI[]>([]);
@@ -43,7 +50,7 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
   const [manualInputs, setManualInputs] = useState<ManualInput[]>([]);
   const [weights, setWeights] = useState<ChickenWeight[]>([]);
   const [karung, setKarung] = useState<Karung | null>(null);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
+  const [iotDayAggregates, setIotDayAggregates] = useState<EndCycleIotDayAggregate[]>([]);
   const [reportOpen, setReportOpen] = useState(false);
   const [reportType, setReportType] = useState<DashboardReportType>('daily');
 
@@ -54,7 +61,7 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
       setManualInputs([]);
       setWeights([]);
       setKarung(null);
-      setInsights([]);
+      setIotDayAggregates([]);
       return;
     }
     const cycleId = selectedCycle.id;
@@ -63,12 +70,11 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
       setLoading(true);
       setError(null);
       try {
-        const [kpiRows, countingRows, manualRows, weightRows, insightRows] = await Promise.all([
+        const [kpiRows, countingRows, manualRows, weightRows] = await Promise.all([
           api.kpis.list({ cycle_id: cycleId }),
           api.countings.list({ cycle_id: cycleId }),
           api.manualInputs.list({ cycle_id: cycleId }),
           api.weights.list({ cycle_id: cycleId }),
-          api.insights.list({ cycle_id: cycleId }),
         ]);
         let latestKarung: Karung | null = null;
         try {
@@ -82,7 +88,31 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
         setManualInputs(manualRows);
         setWeights(weightRows);
         setKarung(latestKarung);
-        setInsights(insightRows);
+
+        // Best-effort IoT aggregates for end-cycle root cause (non-blocking on failure).
+        try {
+          const flockId =
+            kpiRows.find((row) => row.flock_id != null)?.flock_id ??
+            (selectedKandang
+              ? (await api.flocks.list({ kandang_id: selectedKandang.id }))[0]?.id
+              : null);
+          if (flockId != null) {
+            const panels = await api.panelIot.list({ flock_id: flockId });
+            if (!cancelled) {
+              setIotDayAggregates(
+                buildIotDayAggregates({
+                  rows: panels,
+                  cycleStartDate: selectedCycle.start_date,
+                  getTempTarget: getTempStandardByDay,
+                })
+              );
+            }
+          } else {
+            if (!cancelled) setIotDayAggregates([]);
+          }
+        } catch {
+          if (!cancelled) setIotDayAggregates([]);
+        }
       } catch (err) {
         if (!cancelled) setError(errorMessage(err));
       } finally {
@@ -92,7 +122,72 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
     return () => {
       cancelled = true;
     };
-  }, [selectedCycle]);
+  }, [selectedCycle, selectedKandang]);
+
+  const insightMetrics = useMemo(() => {
+    if (selectedKandangId == null) return null;
+    const visibleThrough = selectedCycle?.visible_through_date;
+    const visibleKpis = throughVisibleDate(kpis, visibleThrough);
+    const latest = visibleKpis[0] ?? null;
+    const anchorDate = latest?.date ?? null;
+    const weightsThroughAnchor = anchorDate
+      ? throughVisibleDate(weights, visibleThrough).filter((row) => row.date <= anchorDate)
+      : throughVisibleDate(weights, visibleThrough);
+
+    return buildDashboardInsightMetrics({
+      kpis: visibleKpis,
+      weights: weightsThroughAnchor,
+      currentDay: latest?.age ?? selectedCycle?.current_day ?? null,
+      docInCount: selectedCycle?.doc_in_count ?? null,
+      pakanKumulatifFallback: karung?.feed_use_total ?? latest?.feed_total ?? null,
+    });
+  }, [selectedKandangId, selectedCycle, kpis, weights, karung]);
+
+  const insightContext = useMemo(() => {
+    if (selectedKandangId == null) return null;
+    const visibleThrough = selectedCycle?.visible_through_date;
+    const visibleKpis = throughVisibleDate(kpis, visibleThrough);
+    const latest = visibleKpis[0] ?? null;
+    const anchorDate = latest?.date ?? null;
+    const weightsThroughAnchor = anchorDate
+      ? throughVisibleDate(weights, visibleThrough).filter((row) => row.date <= anchorDate)
+      : [];
+    const weightOnAnchor = anchorDate
+      ? (weightsThroughAnchor.find((row) => row.date === anchorDate) ?? weightsThroughAnchor[0])
+      : null;
+    const bobotAvg =
+      latest && latest.iot_weight > 0
+        ? latest.iot_weight
+        : (weightOnAnchor?.average_weight ?? null);
+
+    return buildDashboardInsightContext({
+      kandangId: selectedKandangId,
+      kandangName: selectedKandang?.kandang_name,
+      cycleId: selectedCycle?.id,
+      hari_ke: latest?.age ?? selectedCycle?.current_day ?? null,
+      totalDays: selectedCycle?.total_days ?? null,
+      fcr_terakhir: latest?.fcr ?? null,
+      eef_terakhir: latest?.eef ?? null,
+      bobot_avg_gram: bobotAvg,
+      mortalitas_hari_ini_ekor: latest?.mortality ?? null,
+      mortalitas_kumulatif_persen:
+        latest?.chicken_life_percentage == null
+          ? null
+          : Math.round((100 - latest.chicken_life_percentage) * 100) / 100,
+      karung_dituang_hari_ini:
+        latest != null ? latest.feed : (karung?.feed_use_today ?? karung?.out_today ?? null),
+      pakan_kumulatif_karung: karung?.feed_use_total ?? latest?.feed_total ?? null,
+      ayam_hidup_ekor:
+        latest != null ? Math.max(0, latest.chicken_life - (latest.harvest_total ?? 0)) : null,
+      persen_hidup: latest?.chicken_life_percentage ?? null,
+      doc_in_ekor: selectedCycle?.doc_in_count ?? null,
+      kematian_kumulatif_ekor: latest?.mortality_total ?? null,
+      panen_kumulatif_ekor: latest?.harvest_total ?? null,
+      tonase_panen_kg:
+        latest?.harvest_weight_total != null ? latest.harvest_weight_total / 1000 : null,
+      uniformity_persen: weightOnAnchor?.uniformity ?? null,
+    });
+  }, [selectedKandangId, selectedKandang, selectedCycle, kpis, weights, karung]);
 
   const cards: KpiCardModel[] = useMemo(() => {
     // All cards share the latest complete KPI day (not calendar current_day / live IoT).
@@ -352,32 +447,21 @@ const Dashboard: React.FC<Props> = ({ setView }) => {
           </div>
           <KandangRankingTop5 setView={setView} />
           <section className="mt-8">
-            <h2 className="text-lg font-bold text-gray-800 mb-3">AI Insight</h2>
+            {selectedKandangId != null ? (
-            {insights.length === 0 ? (
+              <AiInsightCard
-              <Banner>Belum ada insight untuk siklus ini.</Banner>
+                kandangId={selectedKandangId}
+                context={insightContext ?? undefined}
+                dashboardMetrics={insightMetrics}
+                iotDayAggregates={iotDayAggregates}
+                page="dashboard"
+              />
             ) : (
-              <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+              <div className="bg-white border border-gray-100 rounded-xl shadow-sm p-6">
-                {insights.slice(0, 4).map((item) => (
+                <div className="flex items-center gap-2 mb-2">
-                  <article
+                  <i className="fa-solid fa-brain text-red-600 text-xl" />
-                    key={item.id}
+                  <h2 className="text-lg font-bold text-gray-900">AI Insight</h2>
-                    className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+                </div>
-                  >
+                <Banner>Pilih satu kandang untuk melihat AI Insight.</Banner>
-                    <div className="flex items-start justify-between gap-3">
-                      <div>
-                        <p className="text-xs uppercase tracking-wide text-gray-400">
-                          {item.section}
-                        </p>
-                        <h3 className="font-semibold text-gray-800 mt-1">
-                          {item.alert || 'Insight'}
-                        </h3>
-                      </div>
-                      <span className="text-xs text-gray-400">{item.session}</span>
-                    </div>
-                    <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
-                      {item.insight_text}
-                    </p>
-                  </article>
-                ))}
               </div>
             )}
           </section>

components/EefDashboardPage.tsx

@@ -9,10 +9,12 @@ import {
   YAxis,
 } from 'recharts';
 import { api, errorMessage } from '../services/apiClient.ts';
-import type { AIInsight, KPI } from '../types/api.ts';
+import type { KPI } from '../types/api.ts';
 import { useFarm } from '../context/FarmContext.tsx';
 import { Banner, EmptyFarm, PageHeader, Spinner } from './ui/Feedback.tsx';
 import { formatNumber, formatRatio } from '../utils/format.ts';
+import { buildEefInsightContext } from '../utils/insightContextBuilders.ts';
+import { PageAiInsight } from './shared/PageAiInsight.tsx';
 
 type EefRow = {
   day: number;
@@ -164,9 +166,8 @@ const SupportingMetricChart: React.FC<{
 );
 
 const EefDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
-  const { selectedCycle } = useFarm();
+  const { selectedCycle, selectedKandang } = useFarm();
   const [rows, setRows] = useState<KPI[]>([]);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [lastUpdated, setLastUpdated] = useState<Date | null>(null);
@@ -175,12 +176,8 @@ const EefDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
     if (!selectedCycle) return;
     setError(null);
     try {
-      const [kpiRows, insightRows] = await Promise.all([
+      const kpiRows = await api.kpis.list({ cycle_id: selectedCycle.id });
-        api.kpis.list({ cycle_id: selectedCycle.id }),
-        api.insights.list({ cycle_id: selectedCycle.id }),
-      ]);
       setRows(kpiRows);
-      setInsights(insightRows);
       setLastUpdated(new Date());
     } catch (err) {
       setError(errorMessage(err));
@@ -190,7 +187,6 @@ const EefDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
   useEffect(() => {
     if (!selectedCycle) {
       setRows([]);
-      setInsights([]);
       setLastUpdated(null);
       return;
     }
@@ -252,21 +248,16 @@ const EefDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
 
   const latestEef = getLatestValid('eef');
 
-  const eefInsights = useMemo(() => {
+  const insightContext = useMemo(() => {
-    const matched = insights.filter((item) => {
+    if (!selectedKandang) return null;
-      const text =
+    return buildEefInsightContext({
-        `${item.section ?? ''} ${item.alert ?? ''} ${item.insight_text ?? ''}`.toLowerCase();
+      kandangId: selectedKandang.id,
-      return (
+      kandangName: selectedKandang.kandang_name,
-        text.includes('eef') ||
+      cycleId: selectedCycle?.id,
-        text.includes('fcr') ||
+      totalDays: selectedCycle?.total_days ?? null,
-        text.includes('hidup') ||
+      eefRows,
-        text.includes('live') ||
-        text.includes('panen') ||
-        text.includes('bw')
-      );
     });
-    return (matched.length > 0 ? matched : insights).slice(0, 4);
+  }, [selectedKandang, selectedCycle, eefRows]);
-  }, [insights]);
 
   if (!selectedCycle) return <EmptyFarm onSettings={onSettings} />;
 
@@ -286,37 +277,64 @@ const EefDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
         </div>
       )}
 
-      <section>
+      {selectedKandang && insightContext ? (
-        <h2 className="text-lg font-bold text-gray-800 mb-3">
+        <PageAiInsight
-          <i className="fa-solid fa-brain text-red-600 mr-2" />
+          topic="eef"
-          AI Insight EEF
+          cacheKey={`eef-k${selectedKandang.id}-c${selectedCycle.id}-rows${eefRows.length}-eef${String(latestEef ?? 'null').replace('.', '_')}`}
-        </h2>
+          contextData={insightContext}
-        {loading ? (
+          chartSpec={{
-          <Spinner />
+            type: 'trend',
-        ) : eefInsights.length === 0 ? (
+            historyKey: 'tren_eef_harian',
-          <Banner>Belum ada insight untuk siklus ini.</Banner>
+            title: 'Tren EEF',
-        ) : (
+            series: [{ field: 'eef', label: 'EEF', color: '#dc2626' }],
-          <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+          }}
-            {eefInsights.map((item) => (
+          scalarScope={{
-              <article
+            historyKey: 'tren_eef_harian',
-                key={item.id}
+            derive: {
-                className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+              eefTerakhir_indeksTanpaSatuan: {
-              >
+                field: 'eef',
-                <div className="flex items-start justify-between gap-3">
+                agg: 'lastValid',
-                  <div>
+                replaces: 'eef_terakhir',
-                    <p className="text-xs uppercase tracking-wide text-gray-400">{item.section}</p>
+              },
-                    <h3 className="font-semibold text-gray-800 mt-1">{item.alert || 'Insight'}</h3>
+              fcrTerakhir_rasio: {
-                  </div>
+                field: 'fcr',
-                  <span className="text-xs text-gray-400">{item.session}</span>
+                agg: 'lastValid',
-                </div>
+                replaces: 'fcr_terakhir',
-                <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
+              },
-                  {item.insight_text}
+              persenHidupTerakhir_persen: {
-                </p>
+                field: 'persen_hidup',
-              </article>
+                agg: 'lastValid',
-            ))}
+                replaces: 'persen_hidup',
-          </div>
+              },
-        )}
+              bobotPanenTerakhir_gram: {
-      </section>
+                field: 'bw_panen',
+                agg: 'lastValid',
+                replaces: 'bw_panen_gram',
+              },
+              umurPanenTerakhir_hari: {
+                field: 'umur_panen_hari',
+                agg: 'lastValid',
+                replaces: 'umur_panen_rata_hari',
+              },
+            },
+            drop: [
+              'eef_terakhir',
+              'fcr_terakhir',
+              'persen_hidup',
+              'bw_panen_gram',
+              'umur_panen_rata_hari',
+            ],
+          }}
+        />
+      ) : (
+        <section>
+          <h2 className="text-lg font-bold text-gray-800 mb-3">
+            <i className="fa-solid fa-brain text-red-600 mr-2" />
+            AI Insight EEF
+          </h2>
+          <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+        </section>
+      )}
 
       {loading ? (
         <Spinner />

components/FcrDashboardPage.tsx

@@ -9,10 +9,12 @@ import {
   YAxis,
 } from 'recharts';
 import { api, errorMessage } from '../services/apiClient.ts';
-import type { AIInsight, ChickenWeight, KPI } from '../types/api.ts';
+import type { ChickenWeight, KPI } from '../types/api.ts';
 import { useFarm } from '../context/FarmContext.tsx';
 import { Banner, EmptyFarm, PageHeader, Spinner } from './ui/Feedback.tsx';
 import { formatNumber, formatRatio } from '../utils/format.ts';
+import { buildFcrInsightContext } from '../utils/insightContextBuilders.ts';
+import { PageAiInsight } from './shared/PageAiInsight.tsx';
 
 type FcrRow = {
   day: number;
@@ -155,10 +157,9 @@ const SupportingMetricChart: React.FC<{
 );
 
 const FcrDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
-  const { selectedCycle } = useFarm();
+  const { selectedCycle, selectedKandang } = useFarm();
   const [rows, setRows] = useState<KPI[]>([]);
   const [weightRows, setWeightRows] = useState<ChickenWeight[]>([]);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [lastUpdated, setLastUpdated] = useState<Date | null>(null);
@@ -167,13 +168,11 @@ const FcrDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
     if (!selectedCycle) return;
     setError(null);
     try {
-      const [kpiRows, insightRows, weightList] = await Promise.all([
+      const [kpiRows, weightList] = await Promise.all([
         api.kpis.list({ cycle_id: selectedCycle.id }),
-        api.insights.list({ cycle_id: selectedCycle.id }),
         api.weights.list({ cycle_id: selectedCycle.id }),
       ]);
       setRows(kpiRows);
-      setInsights(insightRows);
       setWeightRows(weightList);
       setLastUpdated(new Date());
     } catch (err) {
@@ -185,7 +184,6 @@ const FcrDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
     if (!selectedCycle) {
       setRows([]);
       setWeightRows([]);
-      setInsights([]);
       setLastUpdated(null);
       return;
     }
@@ -258,20 +256,16 @@ const FcrDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
   const latestFcr = getLatestValid('fcr');
   const latestIotWeight = getLatestValid('iotWeight');
 
-  const fcrInsights = useMemo(() => {
+  const insightContext = useMemo(() => {
-    const matched = insights.filter((item) => {
+    if (!selectedKandang) return null;
-      const text =
+    return buildFcrInsightContext({
-        `${item.section ?? ''} ${item.alert ?? ''} ${item.insight_text ?? ''}`.toLowerCase();
+      kandangId: selectedKandang.id,
-      return (
+      kandangName: selectedKandang.kandang_name,
-        text.includes('fcr') ||
+      cycleId: selectedCycle?.id,
-        text.includes('pakan') ||
+      totalDays: selectedCycle?.total_days ?? null,
-        text.includes('feed') ||
+      fcrRows,
-        text.includes('konversi') ||
-        text.includes('panen')
-      );
     });
-    return (matched.length > 0 ? matched : insights).slice(0, 4);
+  }, [selectedKandang, selectedCycle, fcrRows]);
-  }, [insights]);
 
   if (!selectedCycle) return <EmptyFarm onSettings={onSettings} />;
 
@@ -291,37 +285,56 @@ const FcrDashboardPage: React.FC<{ onSettings: () => void }> = ({ onSettings })
         </div>
       )}
 
-      <section>
+      {selectedKandang && insightContext ? (
-        <h2 className="text-lg font-bold text-gray-800 mb-3">
+        <PageAiInsight
-          <i className="fa-solid fa-brain text-red-600 mr-2" />
+          topic="fcr"
-          AI Insight FCR
+          cacheKey={`fcr-k${selectedKandang.id}-c${selectedCycle.id}-rows${fcrRows.length}-fcr${String(latestFcr ?? 'null').replace('.', '_')}`}
-        </h2>
+          contextData={insightContext}
-        {loading ? (
+          chartSpec={{
-          <Spinner />
+            type: 'trend',
-        ) : fcrInsights.length === 0 ? (
+            historyKey: 'tren_fcr_harian',
-          <Banner>Belum ada insight untuk siklus ini.</Banner>
+            title: 'Tren FCR',
-        ) : (
+            series: [{ field: 'fcr_aktual', label: 'FCR aktual', color: '#16a34a' }],
-          <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+          }}
-            {fcrInsights.map((item) => (
+          scalarScope={{
-              <article
+            historyKey: 'tren_fcr_harian',
-                key={item.id}
+            derive: {
-                className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+              fcrTerakhir: { field: 'fcr_aktual', agg: 'lastValid', replaces: 'latestFcr' },
-              >
+              totalPakan_karung: {
-                <div className="flex items-start justify-between gap-3">
+                field: 'total_pakan_karung',
-                  <div>
+                agg: 'last',
-                    <p className="text-xs uppercase tracking-wide text-gray-400">{item.section}</p>
+                replaces: 'latestFeedTotal',
-                    <h3 className="font-semibold text-gray-800 mt-1">{item.alert || 'Insight'}</h3>
+                emptyAs: 0,
-                  </div>
+              },
-                  <span className="text-xs text-gray-400">{item.session}</span>
+              bobotIot_gram: {
-                </div>
+                field: 'bobot_iot_gram',
-                <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
+                agg: 'lastValid',
-                  {item.insight_text}
+                replaces: 'latestIotWeight',
-                </p>
+              },
-              </article>
+              ayamHidup_ekor: {
-            ))}
+                field: 'ayam_hidup_ekor',
-          </div>
+                agg: 'last',
-        )}
+                replaces: 'latestChickenLife',
-      </section>
+                emptyAs: 0,
+              },
+            },
+            drop: [
+              'latestFcr',
+              'latestFeedTotal',
+              'latestIotWeight',
+              'latestChickenLife',
+            ],
+          }}
+        />
+      ) : (
+        <section>
+          <h2 className="text-lg font-bold text-gray-800 mb-3">
+            <i className="fa-solid fa-brain text-red-600 mr-2" />
+            AI Insight FCR
+          </h2>
+          <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+        </section>
+      )}
 
       {loading ? (
         <Spinner />

components/FeedSackCountingPage.tsx

@@ -1,9 +1,11 @@
 import React, { useCallback, useEffect, useMemo, useState } from 'react';
 import { api, errorMessage } from '../services/apiClient.ts';
-import type { AIInsight, Cycle, Karung, ManualInput } from '../types/api.ts';
+import type { Cycle, Karung, ManualInput } from '../types/api.ts';
 import { useFarm } from '../context/FarmContext.tsx';
 import { Banner, EmptyFarm, Spinner } from './ui/Feedback.tsx';
 import { addDaysIso, cycleDayForDate, formatDateId, resolveCycleStatus, todayIso } from '../utils/format.ts';
+import { buildFeedSackInsightContext } from '../utils/insightContextBuilders.ts';
+import { PageAiInsight } from './shared/PageAiInsight.tsx';
 import FeedStats from './feedSack/FeedStats.tsx';
 import FeedSaldoCard from './feedSack/FeedSaldoCard.tsx';
 import FeedTrendChart from './feedSack/FeedTrendChart.tsx';
@@ -15,7 +17,6 @@ const FeedSackCountingPage: React.FC<{ onSettings: () => void }> = ({ onSettings
     useFarm();
   const [rows, setRows] = useState<Karung[]>([]);
   const [manualRows, setManualRows] = useState<ManualInput[]>([]);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [showCyclePicker, setShowCyclePicker] = useState(false);
@@ -24,13 +25,11 @@ const FeedSackCountingPage: React.FC<{ onSettings: () => void }> = ({ onSettings
     setLoading(true);
     setError(null);
     try {
-      const [karungRows, insightRows, manualList] = await Promise.all([
+      const [karungRows, manualList] = await Promise.all([
         api.karungs.list({ cycle_id: cycleId }),
-        api.insights.list({ cycle_id: cycleId }),
         api.manualInputs.list({ cycle_id: cycleId }),
       ]);
       setRows(karungRows);
-      setInsights(insightRows);
       setManualRows(manualList);
     } catch (err) {
       setError(errorMessage(err));
@@ -42,7 +41,6 @@ const FeedSackCountingPage: React.FC<{ onSettings: () => void }> = ({ onSettings
   useEffect(() => {
     if (!selectedCycle) {
       setRows([]);
-      setInsights([]);
       setManualRows([]);
       return;
     }
@@ -92,6 +90,36 @@ const FeedSackCountingPage: React.FC<{ onSettings: () => void }> = ({ onSettings
     })} ${date.toLocaleTimeString('id-ID', { hour: '2-digit', minute: '2-digit' })}`;
   }, [latest]);
 
+  const insightContext = useMemo(() => {
+    if (!selectedKandang || !selectedCycle) return null;
+    const manualByDate = new Map(sortedManualRows.map((r) => [r.date, r]));
+    const dailyRows = sortedRows.map((r) => {
+      const manual = manualByDate.get(r.date);
+      return {
+        date: r.date,
+        day: cycleDayForDate(selectedCycle.start_date, r.date),
+        masuk: r.in_today,
+        dituang: r.feed_use_today,
+        keluar: r.out_today,
+        masukManual: manual?.feed_in_manual ?? 0,
+        dituangManual: manual?.feed_use_manual ?? 0,
+      };
+    });
+    return buildFeedSackInsightContext({
+      kandangId: selectedKandang.id,
+      kandangName: selectedKandang.kandang_name,
+      cycleId: selectedCycle.id,
+      totalDays: selectedCycle.total_days,
+      dailyRows,
+      saldo_awal_karung: selectedCycle.feed_initial_balance ?? null,
+      total_karung_masuk_iot: latest?.in_total ?? null,
+      total_karung_dituang_iot: latest?.feed_use_total ?? null,
+      total_karung_keluar_iot: latest?.out_total ?? null,
+      total_karung_masuk_manual: latestManual?.feed_in_manual_total ?? null,
+      total_karung_dituang_manual: latestManual?.feed_use_manual_total ?? null,
+    });
+  }, [selectedKandang, selectedCycle, sortedRows, sortedManualRows, latest, latestManual]);
+
   if (!selectedCycle) return <EmptyFarm onSettings={onSettings} />;
 
   const cycleStatus = resolveCycleStatus(selectedCycle);
@@ -197,40 +225,70 @@ const FeedSackCountingPage: React.FC<{ onSettings: () => void }> = ({ onSettings
         <Spinner />
       ) : (
         <div className="space-y-8">
-          {/* AI Insight */}
+          {selectedKandang && insightContext ? (
-          <section>
+            <PageAiInsight
-            <h2 className="text-lg font-bold text-gray-800 mb-3">
+              topic="hitung_karung"
-              <i className="fa-solid fa-brain text-red-600 mr-2"></i>
+              cacheKey={`pakan-k${selectedKandang.id}-c${selectedCycle.id}-day${currentDay}-rows${sortedRows.length}`}
-              AI Insight Hitung Karung
+              contextData={insightContext}
-            </h2>
+              chartSpec={{
-            {insights.length === 0 ? (
+                type: 'trend',
-              <Banner>Belum ada insight untuk siklus ini.</Banner>
+                historyKey: 'tren_harian',
-            ) : (
+                title: 'Karung dituang vs masuk per hari',
-              <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+                unit: 'karung',
-                {insights.slice(0, 4).map((item) => (
+                series: [
-                  <article
+                  { field: 'dituang', label: 'Dituang (IOT)', color: '#dc2626' },
-                    key={item.id}
+                  { field: 'masuk', label: 'Masuk (IOT)', color: '#3b82f6' },
-                    className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+                  { field: 'masukManual', label: 'Masuk (Manual)', color: '#0ea5e9' },
-                  >
+                ],
-                    <div className="flex items-start justify-between gap-3">
+              }}
-                      <div>
+              scalarScope={{
-                        <p className="text-xs uppercase tracking-wide text-gray-400">
+                historyKey: 'tren_harian',
-                          {item.section}
+                derive: {
-                        </p>
+                  karungMasuk_karung: {
-                        <h3 className="font-semibold text-gray-800 mt-1">
+                    field: 'masuk',
-                          {item.alert || 'Insight'}
+                    agg: 'sum',
-                        </h3>
+                    replaces: 'total_karung_masuk_iot',
-                      </div>
+                  },
-                      <span className="text-xs text-gray-400">{item.session}</span>
+                  karungDituang_karung: {
-                    </div>
+                    field: 'dituang',
-                    <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
+                    agg: 'sum',
-                      {item.insight_text}
+                    replaces: 'total_karung_dituang_iot',
-                    </p>
+                  },
-                  </article>
+                  karungKeluar_karung: { field: 'keluar', agg: 'sum' },
-                ))}
+                  karungMasukManual_karung: {
-              </div>
+                    field: 'masukManual',
-            )}
+                    agg: 'sum',
-          </section>
+                    replaces: 'total_karung_masuk_manual',
+                  },
+                  karungDituangManual_karung: {
+                    field: 'dituangManual',
+                    agg: 'sum',
+                    replaces: 'total_karung_dituang_manual',
+                  },
+                  rataKarungDituangPerHari_karung: {
+                    field: 'dituang',
+                    agg: 'mean',
+                    replaces: 'rata_karung_per_hari',
+                  },
+                },
+                drop: [
+                  'total_karung_masuk_iot',
+                  'total_karung_dituang_iot',
+                  'total_karung_masuk_manual',
+                  'total_karung_dituang_manual',
+                  'rata_karung_per_hari',
+                ],
+              }}
+            />
+          ) : (
+            <section>
+              <h2 className="text-lg font-bold text-gray-800 mb-3">
+                <i className="fa-solid fa-brain text-red-600 mr-2"></i>
+                AI Insight Hitung Karung
+              </h2>
+              <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+            </section>
+          )}
 
           {/* Saldo Awal */}
           <InitialBalanceCard cycle={selectedCycle} />

components/IotPanelPage.tsx

@@ -9,13 +9,20 @@ import {
   YAxis,
 } from 'recharts';
 import { api, errorMessage } from '../services/apiClient.ts';
-import type { AIInsight, Flock, PanelIoT } from '../types/api.ts';
+import type { Flock, PanelIoT } from '../types/api.ts';
 import { useFarm } from '../context/FarmContext.tsx';
 import { Banner, EmptyFarm, PageHeader, Spinner } from './ui/Feedback.tsx';
 import { cycleDayForDate, formatDateId, formatDateRange, formatNumber } from '../utils/format.ts';
+import {
+  getTempStandardByDay,
+  getWaterStandardByDay,
+  HUMIDITY_RANGE_PCT,
+} from '../utils/cp707EnvStandards.ts';
+import { buildIotInsightContext } from '../utils/insightContextBuilders.ts';
 import { computeExperienceCalc } from './iotPanel/chillFactor.ts';
 import IotPanelChillFactorCard from './iotPanel/IotPanelChillFactorCard.tsx';
 import IotPanelExperienceTempCard from './iotPanel/IotPanelExperienceTempCard.tsx';
+import { PageAiInsight } from './shared/PageAiInsight.tsx';
 
 const cardClass = 'rounded-xl border border-slate-200 bg-white p-4 shadow-sm';
 
@@ -57,7 +64,6 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
   const [dates, setDates] = useState<string[]>([]);
   const [selectedDate, setSelectedDate] = useState('');
   const [dayRows, setDayRows] = useState<PanelIoT[]>([]);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [selectedChartKey, setSelectedChartKey] = useState<'humidity' | 'wind' | 'water' | null>(
@@ -80,7 +86,6 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
       setDates([]);
       setSelectedDate('');
       setDayRows([]);
-      setInsights([]);
       return;
     }
     let cancelled = false;
@@ -107,7 +112,6 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
       setDates([]);
       setSelectedDate('');
       setDayRows([]);
-      setInsights([]);
       return;
     }
     let cancelled = false;
@@ -115,14 +119,13 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
       setLoading(true);
       setError(null);
       try {
-        const [dateList, insightRows] = await Promise.all([
+        const dateList = await api.panelIot.dates({
-          api.panelIot.dates({ cycle_id: selectedCycle.id, flock_id: selectedFlockId }),
+          cycle_id: selectedCycle.id,
-          api.insights.list({ cycle_id: selectedCycle.id }),
+          flock_id: selectedFlockId,
-        ]);
+        });
         if (cancelled) return;
         const sortedDates = [...dateList].sort();
         setDates(sortedDates);
-        setInsights(insightRows);
         setSelectedDate((previous) =>
           previous && sortedDates.includes(previous)
             ? previous
@@ -222,21 +225,26 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
     [summary, dayAge]
   );
 
-  const iotInsights = useMemo(() => {
+  const insightContext = useMemo(() => {
-    const matched = insights.filter((item) => {
+    if (!selectedKandang) return null;
-      const text =
+    return buildIotInsightContext({
-        `${item.section ?? ''} ${item.alert ?? ''} ${item.insight_text ?? ''}`.toLowerCase();
+      kandangId: selectedKandang.id,
-      return (
+      kandangName: selectedKandang.kandang_name,
-        text.includes('iot') ||
+      cycleId: selectedCycle?.id,
-        text.includes('suhu') ||
+      hari_ke: dayAge,
-        text.includes('kelembapan') ||
+      totalDays: selectedCycle?.total_days ?? null,
-        text.includes('humidity') ||
+      suhu_rata_rata_C: summary?.temp ?? null,
-        text.includes('temperature') ||
+      experience_suhu_C: summary?.experienceTemp ?? null,
-        text.includes('lingkungan')
+      kelembapan_persen: summary?.humidity ?? null,
-      );
+      kecepatan_angin_mPerDetik: summary?.windSpeed ?? null,
+      konsumsi_air_L: summary?.waterTotal ?? null,
+      setpoint_C: getTempStandardByDay(dayAge),
+      suhu_min_C: summary?.minTemp ?? null,
+      suhu_max_C: summary?.maxTemp ?? null,
+      experience_suhu_min_C: summary?.minExp ?? null,
+      experience_suhu_max_C: summary?.maxExp ?? null,
     });
-    return (matched.length > 0 ? matched : insights).slice(0, 4);
+  }, [selectedKandang, selectedCycle, dayAge, summary]);
-  }, [insights]);
 
   if (!selectedCycle) return <EmptyFarm onSettings={onSettings} />;
 
@@ -266,43 +274,62 @@ const IotPanelPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
       />
 
       {error && <Banner kind="error">{error}</Banner>}
+
+      {selectedKandang && insightContext ? (
+        <PageAiInsight
+          topic="iot_panel"
+          cacheKey={`iot-k${selectedKandang.id}-c${selectedCycle.id}-d${selectedDate}-t${summary?.temp ?? 'na'}`}
+          contextData={insightContext}
+          chartSpec={{
+            type: 'condition',
+            title: 'Kondisi kandang vs standar CP 707',
+            bars: [
+              {
+                label: 'Suhu rata-rata',
+                actual: summary?.temp ?? null,
+                standard: getTempStandardByDay(dayAge),
+                unit: '°C',
+                note:
+                  getTempStandardByDay(dayAge) === null
+                    ? 'Umur tidak diketahui, standar suhu tidak dapat ditentukan.'
+                    : undefined,
+              },
+              {
+                label: 'Kelembapan',
+                actual: summary?.humidity ?? null,
+                standard: HUMIDITY_RANGE_PCT.max,
+                unit: '%',
+                note: `Rentang ideal buku ${HUMIDITY_RANGE_PCT.min}–${HUMIDITY_RANGE_PCT.max}%; batang biru menandai batas atas.`,
+              },
+              {
+                label: 'Experience Suhu',
+                actual: summary?.experienceTemp ?? null,
+                standard: getTempStandardByDay(dayAge),
+                unit: '°C',
+              },
+              {
+                label: 'Konsumsi Air',
+                actual: summary?.waterTotal ?? null,
+                standard: getWaterStandardByDay(dayAge)?.max ?? null,
+                unit: 'L',
+              },
+            ],
+          }}
+        />
+      ) : (
+        <section>
+          <h2 className="text-lg font-bold text-gray-800 mb-3">
+            <i className="fa-solid fa-brain text-red-600 mr-2" />
+            AI Insight Panel IoT
+          </h2>
+          <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+        </section>
+      )}
+
       {loading && dayRows.length === 0 ? (
         <Spinner />
       ) : summary ? (
         <>
-          <section>
-            <h2 className="mb-3 text-lg font-bold text-gray-800">
-              <i className="fa-solid fa-brain mr-2 text-red-600" />
-              AI Insight Panel IoT
-            </h2>
-            {iotInsights.length === 0 ? (
-              <Banner>Belum ada insight untuk siklus ini.</Banner>
-            ) : (
-              <div className="grid grid-cols-1 gap-4 lg:grid-cols-2">
-                {iotInsights.map((item) => (
-                  <article
-                    key={item.id}
-                    className="rounded-xl border border-gray-100 bg-white p-5 shadow-sm"
-                  >
-                    <div className="flex items-start justify-between gap-3">
-                      <div>
-                        <p className="text-xs uppercase tracking-wide text-gray-400">
-                          {item.section}
-                        </p>
-                        <h3 className="mt-1 font-semibold text-gray-800">
-                          {item.alert || 'Insight'}
-                        </h3>
-                      </div>
-                      <span className="text-xs text-gray-400">{item.session}</span>
-                    </div>
-                    <p className="mt-3 whitespace-pre-wrap text-sm text-gray-600">
-                      {item.insight_text}
-                    </p>
-                  </article>
-                ))}
-              </div>
-            )}
-          </section>
 
           <div className="flex flex-wrap items-center justify-between gap-2 rounded-xl border border-slate-200 bg-slate-50 px-4 py-3 text-sm text-slate-600">
             <span className="inline-flex items-center gap-2">

components/WeightMonitoringPage.tsx

@@ -1,20 +1,21 @@
 import React, { useEffect, useMemo, useState } from 'react';
 import { api, ApiError, errorMessage } from '../services/apiClient.ts';
-import type { AIInsight, ChickenWeight, LatestAvg } from '../types/api.ts';
+import type { ChickenWeight, LatestAvg } from '../types/api.ts';
 import { useFarm } from '../context/FarmContext.tsx';
 import { Banner, EmptyFarm, Spinner } from './ui/Feedback.tsx';
 import { formatDateId, formatNumber } from '../utils/format.ts';
 import { formatWeight } from '../utils/weight.ts';
+import { buildWeightInsightContext } from '../utils/insightContextBuilders.ts';
+import { PageAiInsight } from './shared/PageAiInsight.tsx';
 import WeightStats from './weight/WeightStats.tsx';
 import DailyWeightProgressionChart from './weight/DailyWeightProgressionChart.tsx';
 import DailyWeightGainChart from './weight/DailyWeightGainChart.tsx';
 import DailyDetailPanel from './weight/DailyDetailPanel.tsx';
 
 const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings }) => {
-  const { selectedCycle } = useFarm();
+  const { selectedCycle, selectedKandang } = useFarm();
   const [rows, setRows] = useState<ChickenWeight[]>([]);
   const [latest, setLatest] = useState<LatestAvg | null>(null);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [selectedDate, setSelectedDate] = useState('');
@@ -22,12 +23,8 @@ const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings
   const reload = async (cycleId: number) => {
     setError(null);
     try {
-      const [list, insightRows] = await Promise.all([
+      const list = await api.weights.list({ cycle_id: cycleId });
-        api.weights.list({ cycle_id: cycleId }),
-        api.insights.list({ cycle_id: cycleId }),
-      ]);
       setRows(list);
-      setInsights(insightRows);
       try {
         setLatest(await api.weights.latestAvg({ cycle_id: cycleId }));
       } catch (err) {
@@ -43,7 +40,6 @@ const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings
     if (!selectedCycle) {
       setRows([]);
       setLatest(null);
-      setInsights([]);
       setSelectedDate('');
       return;
     }
@@ -86,14 +82,6 @@ const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings
   const minDate = rows.length > 0 ? (rows[rows.length - 1]?.date ?? '') : '';
   const maxDate = rows.length > 0 ? (rows[0]?.date ?? '') : '';
 
-  const weightInsights = useMemo(() => {
-    const matched = insights.filter((item) => {
-      const section = `${item.section ?? ''} ${item.alert ?? ''}`.toLowerCase();
-      return section.includes('berat') || section.includes('weight') || section.includes('timbang');
-    });
-    return (matched.length > 0 ? matched : insights).slice(0, 4);
-  }, [insights]);
-
   // Prefer the latest non-zero row for the KPI card so a closed cycle with
   // trailing empty days does not read as "0 g".
   const kpiLatest = useMemo<LatestAvg | null>(() => {
@@ -112,6 +100,21 @@ const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings
     };
   }, [latest, rows]);
 
+  const insightContext = useMemo(() => {
+    if (!selectedKandang) return null;
+    return buildWeightInsightContext({
+      kandangId: selectedKandang.id,
+      kandangName: selectedKandang.kandang_name,
+      cycleId: selectedCycle?.id,
+      totalDays: selectedCycle?.total_days ?? null,
+      docWeight: docWeight,
+      weightRows: chartRows,
+      averageWeight: kpiLatest?.average_weight ?? null,
+      uniformity: kpiLatest?.uniformity ?? null,
+      adg: kpiLatest?.average_daily_gain ?? null,
+    });
+  }, [selectedKandang, selectedCycle, docWeight, chartRows, kpiLatest]);
+
   if (!selectedCycle) return <EmptyFarm onSettings={onSettings} />;
 
   return (
@@ -147,37 +150,55 @@ const WeightMonitoringPage: React.FC<{ onSettings: () => void }> = ({ onSettings
         <Spinner />
       ) : (
         <div className="space-y-8">
-          {/* AI Insight */}
+          {selectedKandang && insightContext ? (
-          <section>
+            <PageAiInsight
-            <h2 className="text-lg font-bold text-gray-800 mb-3">AI Insight</h2>
+              topic="berat_ayam"
-            {weightInsights.length === 0 ? (
+              cacheKey={`wm-k${selectedKandang.id}-c${selectedCycle.id}-day${selectedCycle.current_day}-rows${chartRows.length}`}
-              <Banner>Belum ada insight untuk siklus ini.</Banner>
+              contextData={insightContext}
-            ) : (
+              chartSpec={{
-              <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+                type: 'trend',
-                {weightInsights.map((item) => (
+                historyKey: 'tren_harian',
-                  <article
+                title: 'Bobot aktual vs target',
-                    key={item.id}
+                unit: 'gram',
-                    className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+                gap: { actualField: 'bobot_gram', targetField: 'target_gram' },
-                  >
+                series: [
-                    <div className="flex items-start justify-between gap-3">
+                  { field: 'bobot_gram', label: 'Bobot aktual', color: '#7c3aed' },
-                      <div>
+                  { field: 'target_gram', label: 'Target', color: '#9ca3af', dashed: true },
-                        <p className="text-xs uppercase tracking-wide text-gray-400">
+                ],
-                          {item.section}
+              }}
-                        </p>
+              scalarScope={{
-                        <h3 className="font-semibold text-gray-800 mt-1">
+                historyKey: 'tren_harian',
-                          {item.alert || 'Insight'}
+                derive: {
-                        </h3>
+                  bobotTerakhir_gram: {
-                      </div>
+                    field: 'bobot_gram',
-                      <span className="text-xs text-gray-400">{item.session}</span>
+                    agg: 'lastValid',
-                    </div>
+                    replaces: 'averageWeight',
-                    <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
+                  },
-                      {item.insight_text}
+                  targetBobot_gram: {
-                    </p>
+                    field: 'target_gram',
-                  </article>
+                    agg: 'last',
-                ))}
+                    replaces: 'targetWeight',
-              </div>
+                    emptyAs: 0,
-            )}
+                  },
-          </section>
+                  pertambahanHarian_gramPerHari: {
+                    field: 'adg_gram_per_hari',
+                    agg: 'last',
+                    replaces: 'adg',
+                    emptyAs: 0,
+                  },
+                },
+                drop: ['averageWeight', 'targetWeight', 'adg'],
+              }}
+            />
+          ) : (
+            <section>
+              <h2 className="text-lg font-bold text-gray-800 mb-3">
+                <i className="fa-solid fa-brain text-red-600 mr-2" />
+                AI Insight Berat Ayam
+              </h2>
+              <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+            </section>
+          )}
 
           {/* TOP SECTION: DATA SELURUH SIKLUS */}
           <div className="space-y-8">

components/counting/DataManagementPage.tsx

@@ -1,6 +1,6 @@
 import React, { useCallback, useEffect, useMemo, useState } from 'react';
 import { api, errorMessage } from '../../services/apiClient.ts';
-import type { AIInsight, ChickenCounting, KPI, ManualInput } from '../../types/api.ts';
+import type { ChickenCounting, KPI, ManualInput } from '../../types/api.ts';
 import { useFarm } from '../../context/FarmContext.tsx';
 import { Banner, EmptyFarm, PageHeader, Spinner } from '../ui/Feedback.tsx';
 import {
@@ -12,6 +12,8 @@ import {
   resolveCycleStatus,
   todayIso,
 } from '../../utils/format.ts';
+import { buildCountingInsightContext } from '../../utils/insightContextBuilders.ts';
+import { PageAiInsight } from '../shared/PageAiInsight.tsx';
 import PopulationTrendChart from './PopulationTrendChart.tsx';
 import CountingAccuracyWarningBanner from './CountingAccuracyWarningBanner.tsx';
 import { getCountingAccuracyWarning } from '../../utils/countingAccuracyWarning.ts';
@@ -49,7 +51,6 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
   const [kpis, setKpis] = useState<KPI[]>([]);
   const [countings, setCountings] = useState<ChickenCounting[]>([]);
   const [manualRows, setManualRows] = useState<ManualInput[]>([]);
-  const [insights, setInsights] = useState<AIInsight[]>([]);
   const [loading, setLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
   const [searchDay, setSearchDay] = useState<string>('');
@@ -61,16 +62,14 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
     setLoading(true);
     setError(null);
     try {
-      const [k, c, m, i] = await Promise.all([
+      const [k, c, m] = await Promise.all([
         api.kpis.list({ cycle_id: cycleId }),
         api.countings.list({ cycle_id: cycleId }),
         api.manualInputs.list({ cycle_id: cycleId }),
-        api.insights.list({ cycle_id: cycleId }),
       ]);
       setKpis(k);
       setCountings(c);
       setManualRows(m);
-      setInsights(i);
     } catch (err) {
       setError(errorMessage(err));
     } finally {
@@ -83,7 +82,6 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
       setKpis([]);
       setCountings([]);
       setManualRows([]);
-      setInsights([]);
       return;
     }
     void loadData(selectedCycle.id);
@@ -175,9 +173,7 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
     const totalPanen = latest?.harvestTotal ?? 0;
     const totalBeratPanen = latest?.harvestWeightTotal ?? 0;
     const currentPopulation = latest?.stockAkhir ?? initialPopulation;
-    const mortalityRate = initialPopulation
+    const mortalityRate = initialPopulation > 0 ? (totalMortality / initialPopulation) * 100 : null;
-      ? ((totalMortality / initialPopulation) * 100).toFixed(2)
-      : '0.00';
 
     return {
       initialPopulation,
@@ -189,6 +185,33 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
     };
   }, [rows, selectedCycle]);
 
+  const insightContext = useMemo(() => {
+    if (!selectedKandang || !selectedCycle) return null;
+    const lastKpiAge = kpis.length > 0 ? Math.max(...kpis.map((k) => k.age)) : null;
+    const lastCountingDay =
+      countings.length > 0
+        ? Math.max(...countings.map((c) => cycleDayForDate(selectedCycle.start_date, c.date)))
+        : null;
+    const lastDataDay =
+      lastKpiAge != null || lastCountingDay != null
+        ? Math.max(lastKpiAge ?? 0, lastCountingDay ?? 0)
+        : null;
+    const insightRows = lastDataDay != null ? rows.filter((row) => row.day <= lastDataDay) : rows;
+    return buildCountingInsightContext({
+      kandangId: selectedKandang.id,
+      kandangName: selectedKandang.kandang_name,
+      cycleId: selectedCycle.id,
+      totalDays: selectedCycle.total_days ?? null,
+      dailyRows: insightRows,
+      populasi_awal_ekor: stats.initialPopulation > 0 ? stats.initialPopulation : null,
+      populasi_kini_ekor: stats.currentPopulation,
+      mortalitas_kumulatif_ekor: stats.totalMortality,
+      mortalitas_persen: stats.mortalityRate,
+      panen_kumulatif_ekor: stats.totalPanen,
+      berat_panen_kumulatif_kg: stats.totalBeratPanen,
+    });
+  }, [selectedKandang, selectedCycle, rows, stats, kpis, countings]);
+
   const chartData = useMemo(
     () =>
       rows.map((r) => ({
@@ -269,36 +292,70 @@ const DataManagementPage: React.FC<{ onSettings: () => void }> = ({ onSettings }
         <CountingAccuracyWarningBanner warning={countingAccuracyWarning} />
       )}
 
-      {/* AI Insight */}
+      {selectedKandang && insightContext ? (
-      <section className="mb-6">
+        <div className="mb-6">
-        <h2 className="text-lg font-bold text-gray-800 mb-3">
+          <PageAiInsight
-          <i className="fa-solid fa-wand-magic-sparkles text-purple-500 mr-2"></i>
+            topic="hitung_ayam"
-          AI Insight
+            cacheKey={`hitung-k${selectedKandang.id}-c${selectedCycle.id}-day${selectedCycle.current_day}-rows${rows.length}`}
-        </h2>
+            contextData={insightContext}
-        {insights.length === 0 ? (
+            chartSpec={{
-          <Banner>Belum ada insight untuk siklus ini.</Banner>
+              type: 'trend',
-        ) : (
+              historyKey: 'tren_populasi_harian',
-          <div className="grid grid-cols-1 lg:grid-cols-2 gap-4">
+              title: 'Tren populasi',
-            {insights.slice(0, 4).map((item) => (
+              unit: 'ekor',
-              <article
+              series: [{ field: 'populasi', label: 'Populasi', color: '#7c3aed' }],
-                key={item.id}
+            }}
-                className="bg-white rounded-xl shadow-sm p-5 border border-gray-100"
+            scalarScope={{
-              >
+              historyKey: 'tren_populasi_harian',
-                <div className="flex items-start justify-between gap-3">
+              derive: {
-                  <div>
+                populasiKini_ekor: {
-                    <p className="text-xs uppercase tracking-wide text-gray-400">{item.section}</p>
+                  field: 'populasi',
-                    <h3 className="font-semibold text-gray-800 mt-1">{item.alert || 'Insight'}</h3>
+                  agg: 'lastValid',
-                  </div>
+                  replaces: 'populasi_kini_ekor',
-                  <span className="text-xs text-gray-400">{item.session}</span>
+                },
-                </div>
+                mortalitasKumulatif_ekor: {
-                <p className="text-sm text-gray-600 mt-3 whitespace-pre-wrap">
+                  field: 'mortalitas_kumulatif_ekor',
-                  {item.insight_text}
+                  agg: 'last',
-                </p>
+                  replaces: 'mortalitas_kumulatif_ekor',
-              </article>
+                  emptyAs: 0,
-            ))}
+                },
-          </div>
+                panenKumulatif_ekor: {
-        )}
+                  field: 'panen_kumulatif_ekor',
-      </section>
+                  agg: 'last',
+                  replaces: 'panen_kumulatif_ekor',
+                  emptyAs: 0,
+                },
+                beratPanenKumulatif_kg: {
+                  field: 'berat_panen_kumulatif_kg',
+                  agg: 'last',
+                  replaces: 'berat_panen_kumulatif_kg',
+                  emptyAs: 0,
+                },
+                mortalitasPersen: {
+                  field: 'mortalitas_persen',
+                  agg: 'last',
+                  replaces: 'mortalitas_persen',
+                },
+              },
+              drop: [
+                'populasi_kini_ekor',
+                'mortalitas_kumulatif_ekor',
+                'panen_kumulatif_ekor',
+                'berat_panen_kumulatif_kg',
+                'mortalitas_persen',
+              ],
+            }}
+          />
+        </div>
+      ) : (
+        <section className="mb-6">
+          <h2 className="text-lg font-bold text-gray-800 mb-3">
+            <i className="fa-solid fa-wand-magic-sparkles text-purple-500 mr-2"></i>
+            AI Insight
+          </h2>
+          <Banner>Pilih kandang untuk melihat AI Insight.</Banner>
+        </section>
+      )}
 
       {/* Population Chart */}
       <div className="mb-6">

components/shared/InsightConditionChart.tsx

@@ -0,0 +1,105 @@
+import React from 'react';
+
+export interface ConditionBar {
+  label: string;
+  actual: number | null;
+  standard: number | null;
+  unit: string;
+  /** Optional note shown under the bar, e.g. why a standard is absent. */
+  note?: string;
+}
+
+export interface InsightConditionChartProps {
+  bars: ConditionBar[];
+  title?: string;
+  emptyLabel?: string;
+}
+
+const AKTUAL = '#dc2626';
+const STANDAR = '#3b82f6';
+
+const fmt = (value: number, unit: string) =>
+  `${Number(value).toLocaleString('id-ID', { maximumFractionDigits: 1 })}${unit ? ` ${unit}` : ''}`;
+
+/**
+ * Current readings against their CP 707 standard, one row per metric.
+ * Used when there is no per-day history (e.g. live IoT snapshot).
+ */
+const InsightConditionChart: React.FC<InsightConditionChartProps> = ({
+  bars,
+  title,
+  emptyLabel = 'Belum ada pembacaan sensor untuk digambarkan.',
+}) => {
+  const usable = bars.filter((bar) => bar.actual !== null || bar.standard !== null);
+
+  if (usable.length === 0) {
+    return (
+      <div className="rounded-xl border border-gray-100 bg-gray-50/60 p-4 text-center text-sm text-gray-500">
+        {emptyLabel}
+      </div>
+    );
+  }
+
+  return (
+    <div className="rounded-xl border border-gray-100 bg-white p-4 shadow-sm">
+      {title && <h4 className="mb-1 text-sm font-bold text-gray-800">{title}</h4>}
+      <div className="mb-3 flex items-center gap-4 text-xs text-gray-500">
+        <span className="flex items-center gap-1.5">
+          <span className="inline-block h-2.5 w-2.5 rounded-sm" style={{ background: AKTUAL }} />
+          Aktual
+        </span>
+        <span className="flex items-center gap-1.5">
+          <span className="inline-block h-2.5 w-2.5 rounded-sm" style={{ background: STANDAR }} />
+          Standar CP 707
+        </span>
+      </div>
+
+      <div className="space-y-3">
+        {usable.map((bar) => {
+          const max = Math.max(bar.actual ?? 0, bar.standard ?? 0, 1);
+          const pct = (value: number | null) =>
+            value === null ? 0 : Math.max(2, Math.round((value / max) * 100));
+
+          return (
+            <div key={bar.label}>
+              <div className="mb-1 flex items-baseline justify-between">
+                <span className="text-xs font-medium text-gray-600">{bar.label}</span>
+                <span className="text-xs text-gray-500">
+                  {bar.actual === null ? 'data tidak tersedia' : fmt(bar.actual, bar.unit)}
+                  {bar.standard !== null && (
+                    <span className="text-gray-400"> · standar {fmt(bar.standard, bar.unit)}</span>
+                  )}
+                </span>
+              </div>
+
+              <div className="space-y-1">
+                <div className="h-2.5 w-full rounded-sm bg-gray-100">
+                  {bar.actual !== null && (
+                    <div
+                      className="h-full rounded-sm"
+                      style={{ width: `${pct(bar.actual)}%`, background: AKTUAL }}
+                      title={`Aktual ${fmt(bar.actual, bar.unit)}`}
+                    />
+                  )}
+                </div>
+                <div className="h-2.5 w-full rounded-sm bg-gray-100">
+                  {bar.standard !== null && (
+                    <div
+                      className="h-full rounded-sm"
+                      style={{ width: `${pct(bar.standard)}%`, background: STANDAR }}
+                      title={`Standar ${fmt(bar.standard, bar.unit)}`}
+                    />
+                  )}
+                </div>
+              </div>
+
+              {bar.note && <p className="mt-1 text-[11px] text-gray-400">{bar.note}</p>}
+            </div>
+          );
+        })}
+      </div>
+    </div>
+  );
+};
+
+export default InsightConditionChart;

components/shared/InsightProgressSteps.tsx

@@ -0,0 +1,49 @@
+import type { InsightJobStage } from '../../types/api.ts';
+
+/** Phase 4 pipeline step indicator for async AI Insight generation. */
+const STEPS: { stage: InsightJobStage; label: string; icon: string }[] = [
+  { stage: 'grading', label: 'Evaluating CP 707 rules...', icon: 'fa-solid fa-scale-balanced' },
+  { stage: 'retrieving', label: 'Fetching SOP guidelines...', icon: 'fa-solid fa-book-open' },
+  {
+    stage: 'synthesizing',
+    label: 'Synthesizing recommendations...',
+    icon: 'fa-solid fa-wand-magic-sparkles',
+  },
+  { stage: 'saving', label: 'Saving insight...', icon: 'fa-solid fa-floppy-disk' },
+];
+
+const ORDER: InsightJobStage[] = ['queued', 'starting', ...STEPS.map((s) => s.stage), 'done'];
+
+function stageIndex(stage: InsightJobStage | null): number {
+  if (!stage) return 0;
+  const i = ORDER.indexOf(stage);
+  return i < 0 ? 0 : i;
+}
+
+export default function InsightProgressSteps({ stage }: { stage: InsightJobStage | null }) {
+  const current = stageIndex(stage);
+  return (
+    <ol className="space-y-1.5 text-xs text-gray-600" aria-live="polite">
+      {STEPS.map((step, i) => {
+        const state = current > i ? 'done' : current === i ? 'active' : 'pending';
+        return (
+          <li
+            key={step.stage}
+            className={`flex items-center gap-2 ${state === 'pending' ? 'opacity-40' : ''}`}
+          >
+            <i
+              className={`${step.icon} ${
+                state === 'done' ? 'text-green-600' : 'text-blue-600'
+              } ${state === 'active' ? 'fa-spin' : ''}`}
+              aria-hidden="true"
+            />
+            <span>{step.label}</span>
+            {state === 'done' && (
+              <i className="fa-solid fa-check text-green-600" aria-hidden="true" />
+            )}
+          </li>
+        );
+      })}
+    </ol>
+  );
+}

components/shared/InsightStatTiles.tsx

@@ -0,0 +1,169 @@
+import React from 'react';
+
+/**
+ * Headline figures for AI Insight cards.
+ * Matches NEW dashboard gray card patterns (white + border-gray-100).
+ */
+
+export type InsightStatus = 'ok' | 'warning' | 'critical' | 'unknown';
+
+const STATUS_CHIP: Record<InsightStatus, { cls: string; glyph: string }> = {
+  ok: { cls: 'bg-green-50 text-green-800 border-green-200', glyph: '✓' },
+  warning: { cls: 'bg-amber-50 text-amber-800 border-amber-200', glyph: '!' },
+  critical: { cls: 'bg-red-50 text-red-800 border-red-200', glyph: '⚠' },
+  unknown: { cls: 'bg-gray-50 text-gray-500 border-gray-200', glyph: '–' },
+};
+
+interface DeltaChipProps {
+  status: InsightStatus;
+  label: string;
+}
+
+export const DeltaChip: React.FC<DeltaChipProps> = ({ status, label }) => {
+  const chip = STATUS_CHIP[status];
+  return (
+    <span
+      className={`inline-flex items-center gap-1 rounded-full border px-2 py-0.5 text-[11px] font-semibold ${chip.cls}`}
+    >
+      <span aria-hidden="true">{chip.glyph}</span>
+      {label}
+    </span>
+  );
+};
+
+/** Axis-less sparkline — shape only; the tile number carries the value. */
+export const Sparkline: React.FC<{ values: number[]; className?: string }> = ({
+  values,
+  className,
+}) => {
+  const clean = values.filter((v) => typeof v === 'number' && Number.isFinite(v));
+  if (clean.length < 2) return null;
+
+  const width = 88;
+  const height = 28;
+  const min = Math.min(...clean);
+  const max = Math.max(...clean);
+  const span = max - min || 1;
+  const step = width / (clean.length - 1);
+  const points = clean
+    .map((value, index) => {
+      const x = index * step;
+      const y = height - 2 - ((value - min) / span) * (height - 4);
+      return `${x.toFixed(1)},${y.toFixed(1)}`;
+    })
+    .join(' ');
+
+  return (
+    <svg
+      viewBox={`0 0 ${width} ${height}`}
+      className={className}
+      width={width}
+      height={height}
+      role="presentation"
+      aria-hidden="true"
+      preserveAspectRatio="none"
+    >
+      <polyline
+        points={points}
+        fill="none"
+        stroke="currentColor"
+        strokeWidth={2}
+        strokeLinecap="round"
+        strokeLinejoin="round"
+      />
+    </svg>
+  );
+};
+
+interface HeroFigureProps {
+  label: string;
+  value: string;
+  unit?: string;
+  context?: string | null;
+  status?: InsightStatus;
+  deltaLabel?: string | null;
+  sparkline?: number[];
+}
+
+export const HeroFigure: React.FC<HeroFigureProps> = ({
+  label,
+  value,
+  unit,
+  context,
+  status = 'unknown',
+  deltaLabel,
+  sparkline,
+}) => (
+  <div className="flex items-end justify-between gap-4 rounded-xl border border-gray-100 bg-white px-5 py-4 shadow-sm">
+    <div className="min-w-0">
+      <div className="text-xs font-semibold uppercase tracking-wide text-gray-500">{label}</div>
+      <div className="mt-1 flex items-baseline gap-1.5 pb-0.5">
+        <span className="text-5xl font-bold leading-[1.15] tracking-tight text-gray-900">
+          {value}
+        </span>
+        {unit ? <span className="text-sm font-medium text-gray-500">{unit}</span> : null}
+      </div>
+      <div className="mt-2 flex flex-wrap items-center gap-2">
+        {deltaLabel ? <DeltaChip status={status} label={deltaLabel} /> : null}
+        {context ? <span className="text-xs text-gray-500">{context}</span> : null}
+      </div>
+    </div>
+    {sparkline && sparkline.length > 1 ? (
+      <Sparkline values={sparkline} className="shrink-0 text-red-400" />
+    ) : null}
+  </div>
+);
+
+interface StatTileProps {
+  label: string;
+  value: string;
+  unit?: string;
+  hint?: string | null;
+  status?: InsightStatus;
+  deltaLabel?: string | null;
+  sparkline?: number[];
+}
+
+export const StatTile: React.FC<StatTileProps> = ({
+  label,
+  value,
+  unit,
+  hint,
+  status = 'unknown',
+  deltaLabel,
+  sparkline,
+}) => (
+  <div className="rounded-xl border border-gray-100 bg-white px-4 py-3 shadow-sm">
+    <div className="text-xs font-medium text-gray-500">
+      {label}
+      {hint ? <span className="ml-1 text-[11px] text-gray-400">{hint}</span> : null}
+    </div>
+    <div className="mt-1 flex items-baseline gap-1">
+      <span className="text-xl font-bold leading-[1.3] text-gray-900">{value}</span>
+      {unit ? <span className="text-xs font-medium text-gray-500">{unit}</span> : null}
+    </div>
+    {deltaLabel ? (
+      <div className="mt-1.5">
+        <DeltaChip status={status} label={deltaLabel} />
+      </div>
+    ) : null}
+    {sparkline && sparkline.length > 1 ? (
+      <Sparkline values={sparkline} className="mt-2 text-gray-300" />
+    ) : null}
+  </div>
+);
+
+/** Secondary figures: subordinate to hero / tiles. */
+export const MutedStatRow: React.FC<{ label: string; hint?: string | null; value: string }> = ({
+  label,
+  hint,
+  value,
+}) => (
+  <div className="flex items-center justify-between border-b border-gray-50 py-1.5">
+    <span className="text-sm text-gray-600">
+      {label}
+      {hint ? <span className="ml-1 text-xs text-gray-400">{hint}</span> : null}
+    </span>
+    <span className="text-sm font-semibold text-gray-900">{value}</span>
+  </div>
+);

components/shared/InsightTrendChart.tsx

@@ -0,0 +1,230 @@
+import React from 'react';
+import {
+  Area,
+  CartesianGrid,
+  ComposedChart,
+  Legend,
+  Line,
+  ReferenceArea,
+  ResponsiveContainer,
+  Tooltip,
+  XAxis,
+  YAxis,
+} from 'recharts';
+
+/** One plotted line: which field in the row, how to name it, what colour. */
+export interface InsightSeries {
+  field: string;
+  label: string;
+  color: string;
+  /** Draw as a dashed reference line — for a target or standard, not a measurement. */
+  dashed?: boolean;
+}
+
+/**
+ * Shade the distance between a measurement and the standard it is judged against.
+ *
+ * Recharts has no between-two-series area, so the band is two stacked areas: a
+ * transparent base up to the lower of the pair, then the gap itself.
+ */
+export interface InsightGapSpec {
+  actualField: string;
+  targetField: string;
+}
+
+export interface InsightTrendChartProps {
+  /** FULL history — the analysed window is highlighted, not isolated. */
+  rows: Array<Record<string, unknown>>;
+  series: InsightSeries[];
+  /** Inclusive day range the insight text actually covers. */
+  highlight?: { firstDay: number; lastDay: number } | null;
+  unit?: string;
+  title?: string;
+  emptyLabel?: string;
+  gap?: InsightGapSpec | null;
+}
+
+const dayOf = (row: Record<string, unknown>): number | null => {
+  for (const key of ['hari', 'day']) {
+    const value = row[key];
+    if (typeof value === 'number' && Number.isFinite(value)) return value;
+  }
+  return null;
+};
+
+const numOrNull = (value: unknown) =>
+  typeof value === 'number' && Number.isFinite(value) ? value : null;
+
+/**
+ * Trend behind an insight, with the analysed period marked.
+ */
+const InsightTrendChart: React.FC<InsightTrendChartProps> = ({
+  rows,
+  series,
+  highlight,
+  unit,
+  title,
+  emptyLabel = 'Belum ada data untuk digambarkan.',
+  gap = null,
+}) => {
+  const data = (Array.isArray(rows) ? rows : [])
+    .map((row) => {
+      const day = dayOf(row);
+      if (day === null) return null;
+      const point: Record<string, number | null> = { hari: day };
+      for (const s of series) point[s.field] = numOrNull(row[s.field]);
+      if (gap) {
+        const actual = numOrNull(row[gap.actualField]);
+        const target = numOrNull(row[gap.targetField]);
+        point.bandBase = actual !== null && target !== null ? Math.min(actual, target) : null;
+        point.bandSize = actual !== null && target !== null ? Math.abs(actual - target) : null;
+      }
+      return point;
+    })
+    .filter((point): point is Record<string, number | null> & { hari: number } => point !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  const drawn = series.filter((s) => data.some((point) => point[s.field] !== null));
+
+  if (data.length === 0 || drawn.length === 0) {
+    return (
+      <div className="rounded-xl border border-gray-100 bg-gray-50/60 p-4 text-center text-sm text-gray-500">
+        {emptyLabel}
+      </div>
+    );
+  }
+
+  const days = data.map((point) => point.hari);
+  const step = Math.max(1, Math.ceil(days.length / 10));
+  const ticks = days.filter((_, i) => i % step === 0 || i === days.length - 1);
+
+  const band =
+    highlight && Number.isFinite(highlight.firstDay) && Number.isFinite(highlight.lastDay)
+      ? highlight
+      : null;
+  const bandFrom = band
+    ? band.firstDay === band.lastDay
+      ? band.firstDay - 0.4
+      : band.firstDay
+    : 0;
+  const bandTo = band ? (band.firstDay === band.lastDay ? band.lastDay + 0.4 : band.lastDay) : 0;
+
+  const gapFill = (() => {
+    if (!gap) return null;
+    const last = [...data]
+      .reverse()
+      .find((point) => point[gap.actualField] !== null && point[gap.targetField] !== null);
+    const actual = last?.[gap.actualField];
+    const target = last?.[gap.targetField];
+    if (typeof actual !== 'number' || typeof target !== 'number' || target === 0) {
+      return 'rgba(107, 114, 128, 0.12)';
+    }
+    const deviation = ((actual - target) / target) * 100;
+    if (deviation >= -5) return 'rgba(12, 163, 12, 0.12)';
+    if (deviation >= -15) return 'rgba(250, 178, 25, 0.18)';
+    return 'rgba(208, 59, 59, 0.14)';
+  })();
+
+  return (
+    <div className="rounded-xl border border-gray-100 bg-white p-4 shadow-sm">
+      {title && <h4 className="mb-1 text-sm font-bold text-gray-800">{title}</h4>}
+      {band && (
+        <p className="mb-3 text-xs text-gray-500">
+          Area berbayang = periode yang dibahas insight
+          {band.firstDay === band.lastDay
+            ? ` (hari ke-${band.lastDay})`
+            : ` (hari ke-${band.firstDay} s/d ke-${band.lastDay})`}
+        </p>
+      )}
+      <ResponsiveContainer width="100%" height={230}>
+        <ComposedChart data={data} margin={{ top: 8, right: 12, bottom: 4, left: 0 }}>
+          <CartesianGrid stroke="#e5e7eb" vertical={false} />
+          {band && (
+            <ReferenceArea
+              x1={bandFrom}
+              x2={bandTo}
+              fill="#6b7280"
+              fillOpacity={0.12}
+              stroke="#6b7280"
+              strokeOpacity={0.25}
+            />
+          )}
+          <XAxis
+            dataKey="hari"
+            type="number"
+            domain={[(days[0] ?? 0) - 0.5, (days[days.length - 1] ?? 0) + 0.5]}
+            ticks={ticks}
+            allowDecimals={false}
+            tick={{ fontSize: 11, fill: '#6b7280' }}
+            tickLine={false}
+            axisLine={{ stroke: '#e5e7eb' }}
+            tickFormatter={(value) => `H${value}`}
+          />
+          <YAxis
+            tick={{ fontSize: 11, fill: '#6b7280' }}
+            tickLine={false}
+            axisLine={false}
+            width={52}
+            tickFormatter={(value) => Number(value).toLocaleString('id-ID')}
+          />
+          <Tooltip
+            contentStyle={{
+              fontSize: 12,
+              borderRadius: 8,
+              border: '1px solid #d1d5db',
+              backgroundColor: 'rgba(255, 255, 255, 0.95)',
+            }}
+            labelFormatter={(value) => `Hari ke-${value}`}
+            formatter={(value, name) => {
+              const label = String(name ?? '');
+              if (label === 'bandBase' || label === 'bandSize') return null;
+              if (value == null || Array.isArray(value)) return null;
+              return [`${Number(value).toLocaleString('id-ID')}${unit ? ` ${unit}` : ''}`, label];
+            }}
+          />
+          {drawn.length > 1 && <Legend wrapperStyle={{ fontSize: 12 }} iconType="plainline" />}
+          {gap && gapFill && (
+            <>
+              <Area
+                dataKey="bandBase"
+                stackId="gap"
+                stroke="none"
+                fill="none"
+                legendType="none"
+                isAnimationActive={false}
+                connectNulls
+              />
+              <Area
+                dataKey="bandSize"
+                stackId="gap"
+                stroke="none"
+                fill={gapFill}
+                fillOpacity={1}
+                legendType="none"
+                isAnimationActive={false}
+                connectNulls
+              />
+            </>
+          )}
+          {drawn.map((s) => (
+            <Line
+              key={s.field}
+              type="monotone"
+              dataKey={s.field}
+              name={s.label}
+              stroke={s.color}
+              strokeWidth={2}
+              strokeDasharray={s.dashed ? '5 4' : undefined}
+              dot={!s.dashed && data.length <= 20 ? { r: 3, strokeWidth: 0, fill: s.color } : false}
+              activeDot={{ r: 5, strokeWidth: 2, stroke: '#ffffff' }}
+              connectNulls
+              isAnimationActive={false}
+            />
+          ))}
+        </ComposedChart>
+      </ResponsiveContainer>
+    </div>
+  );
+};
+
+export default InsightTrendChart;

components/shared/PageAiInsight.tsx

@@ -0,0 +1,960 @@
+/**
+ * Per-page / per-topic AI Insight shell (FCR, weight, counting, IoT, …).
+ *
+ * Builds/scopes context, then loads the insight from the DB on mount
+ * (`GET /ai-insights/cached/`). LLM generate runs only when the user clicks
+ * Generate (force=true). No client memory/sessionStorage for insight text —
+ * the DB row is the source of truth.
+ * Distinct from `AiInsightCard` (Dashboard report modes).
+ */
+import React, { useState, useEffect, useRef } from 'react';
+import { useFarm } from '../../context/FarmContext.tsx';
+import { api, errorMessage } from '../../services/apiClient.ts';
+import type {
+  InsightCitation,
+  InsightContext,
+  InsightTopic,
+} from '../../types/api.ts';
+import { formatNumber, formatRatio } from '../../utils/format.ts';
+import { getCobbStandardForDay } from '../../utils/insightHelpers.ts';
+import { parseAiResult, type AiResult } from '../../utils/insightParse.ts';
+import {
+  scopeContextToTimeframe,
+  scopeScalarsToTimeframe,
+  UNAVAILABLE,
+  type ScalarScopeSpec,
+} from '../../utils/insightScope.ts';
+import InsightTrendChart, { type InsightSeries } from './InsightTrendChart.tsx';
+import InsightConditionChart, { type ConditionBar } from './InsightConditionChart.tsx';
+import { HeroFigure, type InsightStatus } from './InsightStatTiles.tsx';
+
+type PageInsightResult = AiResult & {
+  citations?: InsightCitation[];
+};
+
+/** Dedupes concurrent soft DB loads for the same scope (not a content cache). */
+const _insightInFlight = new Map<string, Promise<PageInsightResult | null>>();
+
+export type { InsightTopic };
+
+export interface PageAiInsightProps {
+  topic: InsightTopic;
+  /** Curated context — must include kandangId (never null "all kandang"). */
+  contextData: InsightContext | Record<string, unknown>;
+  cacheKey: string;
+  scalarScope?: ScalarScopeSpec;
+  chartSpec?:
+    | {
+        type: 'trend';
+        historyKey: string;
+        series: InsightSeries[];
+        unit?: string;
+        title?: string;
+        gap?: { actualField: string; targetField: string };
+      }
+    | { type: 'condition'; bars: ConditionBar[]; title?: string };
+}
+
+const TOPIC_META: Record<InsightTopic, { title: string; icon: string }> = {
+  hitung_ayam: { title: 'AI Insight — Hitung Ayam', icon: 'fa-kiwi-bird' },
+  berat_ayam: { title: 'AI Insight — Berat Ayam', icon: 'fa-weight-scale' },
+  fcr: { title: 'AI Insight — FCR', icon: 'fa-wheat-awn' },
+  eef: { title: 'AI Insight — EEF', icon: 'fa-chart-line' },
+  iot_panel: { title: 'AI Insight — Panel IoT', icon: 'fa-temperature-half' },
+  hitung_karung: { title: 'AI Insight — Hitung Karung', icon: 'fa-boxes-stacked' },
+  dashboard: { title: 'AI Insight — Dashboard', icon: 'fa-brain' },
+};
+
+const renderValue = (val: unknown, suffix: string = ''): string => {
+  if (val === undefined || val === null || val === '') return 'N/A';
+  if (val === UNAVAILABLE) return UNAVAILABLE;
+  return `${val} ${suffix}`.trim();
+};
+
+/** Format a day's min–max range for IoT panel insight metrics (no rounding). */
+const renderDayRange = (minVal: unknown, maxVal: unknown, suffix: string): string => {
+  const lo = typeof minVal === 'number' && Number.isFinite(minVal) ? minVal : null;
+  const hi = typeof maxVal === 'number' && Number.isFinite(maxVal) ? maxVal : null;
+  // Keep full precision — do not toFixed / cap fraction digits.
+  const fmt = (n: number) =>
+    n.toLocaleString('id-ID', { maximumFractionDigits: 20, useGrouping: false });
+  if (lo === null && hi === null) return 'N/A';
+  if (lo === null) return `${fmt(hi!)} ${suffix}`.trim();
+  if (hi === null) return `${fmt(lo)} ${suffix}`.trim();
+  if (lo === hi) return `${fmt(lo)} ${suffix}`.trim();
+  return `${fmt(lo)} – ${fmt(hi)} ${suffix}`.trim();
+};
+
+/** Match FeedSaldoCard: masuk IOT + saldo awal. */
+const feedMasukTotal = (ctx: Record<string, unknown>): number | null => {
+  const masuk =
+    typeof ctx.total_karung_masuk_iot === 'number' && Number.isFinite(ctx.total_karung_masuk_iot)
+      ? ctx.total_karung_masuk_iot
+      : null;
+  const saldo =
+    typeof ctx.saldo_awal_karung === 'number' && Number.isFinite(ctx.saldo_awal_karung)
+      ? ctx.saldo_awal_karung
+      : null;
+  if (masuk === null && saldo === null) return null;
+  return (masuk ?? 0) + (saldo ?? 0);
+};
+
+const requireKandangId = (ctx: Record<string, unknown>): number => {
+  const raw = ctx.kandangId ?? ctx.kandang_id;
+  const id = typeof raw === 'number' ? raw : Number(raw);
+  if (!Number.isFinite(id) || id <= 0) {
+    throw new Error('kandangId wajib — AI Insight tidak boleh digenerate untuk semua kandang');
+  }
+  return id;
+};
+
+const CitationsBlock: React.FC<{ citations?: InsightCitation[] }> = ({ citations }) => {
+  if (!citations || citations.length === 0) return null;
+  return (
+    <div className="mt-4 rounded-lg border border-gray-100 bg-gray-50 p-3">
+      <p className="text-xs font-semibold uppercase tracking-wide text-gray-500 mb-2">
+        Sumber referensi
+      </p>
+      <ul className="space-y-1.5">
+        {citations.map((c, i) => (
+          <li key={c.id ?? `${c.title ?? 'cite'}-${i}`} className="text-xs text-gray-600">
+            <span className="font-medium text-gray-800">
+              {c.chapter || c.title || c.source || `Referensi ${i + 1}`}
+            </span>
+            {c.excerpt ? <span className="text-gray-500"> — {c.excerpt}</span> : null}
+          </li>
+        ))}
+      </ul>
+    </div>
+  );
+};
+
+export const PageAiInsight: React.FC<PageAiInsightProps> = ({
+  topic,
+  contextData,
+  cacheKey,
+  scalarScope,
+  chartSpec,
+}) => {
+  const { selectedCycle, selectedKandang, selectedSite, selectedKandangId } = useFarm();
+
+  const [result, setResult] = useState<PageInsightResult | null>(null);
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const supportsTimeframe = Boolean(scalarScope);
+  const timeframe: 'harian' | 'mingguan' = 'harian';
+
+  const selectedDayKey = `insight-day-${topic}`;
+  const [selectedDay, setSelectedDayState] = useState<number | null>(() => {
+    try {
+      const raw = sessionStorage.getItem(selectedDayKey);
+      const parsed = raw === null ? NaN : parseInt(raw, 10);
+      return Number.isFinite(parsed) && parsed > 0 ? parsed : null;
+    } catch {
+      return null;
+    }
+  });
+  const setSelectedDay = (next: number | null) => {
+    setSelectedDayState(next);
+    try {
+      if (next === null) sessionStorage.removeItem(selectedDayKey);
+      else sessionStorage.setItem(selectedDayKey, String(next));
+    } catch {
+      /* ignore */
+    }
+  };
+
+  const availableDays = React.useMemo(() => {
+    const key =
+      scalarScope?.historyKey ?? (chartSpec?.type === 'trend' ? chartSpec.historyKey : null);
+    if (!key) return [];
+    const rows = (contextData as Record<string, unknown>)[key];
+    if (!Array.isArray(rows)) return [];
+    const days = new Set<number>();
+    for (const row of rows) {
+      if (typeof row !== 'object' || row === null) continue;
+      const r = row as Record<string, unknown>;
+      for (const field of ['hari', 'day']) {
+        const value = r[field];
+        if (typeof value === 'number' && Number.isFinite(value)) days.add(value);
+      }
+    }
+    return [...days].sort((a, b) => a - b);
+  }, [contextData, scalarScope, chartSpec]);
+
+  const contextDay: number | null = React.useMemo(() => {
+    const raw = contextData as Record<string, unknown> | null | undefined;
+    if (!raw) return null;
+    for (const key of ['hari_ke', 'hari', 'day', 'hari_terakhir']) {
+      const val = raw[key];
+      if (typeof val === 'number' && Number.isFinite(val)) return val;
+    }
+    return null;
+  }, [contextData]);
+
+  const lastAvailableDay: number | null =
+    availableDays.length > 0 ? availableDays[availableDays.length - 1]! : null;
+
+  // Dropdown shows last available day when nothing is selected — generate/cache
+  // must use that same day, not cycle.current_day (calendar can be ahead of data).
+  const activeDay: number | null =
+    timeframe === 'harian' && selectedDay !== null && availableDays.includes(selectedDay)
+      ? selectedDay
+      : null;
+  const effectiveDay: number | null =
+    timeframe === 'harian' ? (activeDay ?? lastAvailableDay ?? contextDay) : null;
+
+  const scopeKey = `${cacheKey}-${timeframe}${effectiveDay === null ? '' : `-h${effectiveDay}`}`;
+
+  const inFlightRef = useRef(false);
+  const lastCacheKeyRef = useRef<string | null>(null);
+  const desiredKeyRef = useRef<string>('');
+  const requestIdRef = useRef(0);
+  const generateRef = useRef<(force?: boolean) => Promise<void>>(async () => {});
+
+  const chartHighlight = React.useMemo(() => {
+    if (!chartSpec || chartSpec.type !== 'trend') return null;
+    const rows = (contextData as Record<string, unknown>)[chartSpec.historyKey];
+    if (!Array.isArray(rows)) return null;
+    const days = rows
+      .map((row) => {
+        const r = row as Record<string, unknown>;
+        for (const key of ['hari', 'day']) {
+          const value = r[key];
+          if (typeof value === 'number' && Number.isFinite(value)) return value;
+        }
+        return null;
+      })
+      .filter((day): day is number => day !== null);
+    if (days.length === 0) return null;
+    if (timeframe === 'harian' && effectiveDay !== null) {
+      return { firstDay: 0, lastDay: effectiveDay };
+    }
+    const lastDay = Math.max(...days);
+    const firstDay = timeframe === 'harian' ? lastDay : Math.max(Math.min(...days), lastDay - 6);
+    return { firstDay, lastDay };
+  }, [chartSpec, contextData, timeframe, effectiveDay]);
+
+  const displayContext = React.useMemo(() => {
+    const raw = contextData as Record<string, unknown>;
+    if (!scalarScope) return raw;
+    const sliced = scopeContextToTimeframe(raw, timeframe, effectiveDay);
+    const scoped = scopeScalarsToTimeframe(
+      sliced as Record<string, unknown>,
+      timeframe,
+      scalarScope,
+      effectiveDay
+    );
+    const out: Record<string, unknown> = { ...raw };
+    for (const [outKey, rule] of Object.entries(scalarScope.derive)) {
+      if (rule.replaces) out[rule.replaces] = scoped[outKey];
+    }
+    for (const key of scalarScope.unavailable ?? []) out[key] = UNAVAILABLE;
+    out.periode = scoped.periode;
+    return out;
+  }, [contextData, timeframe, effectiveDay, scalarScope]);
+
+  const periodeLabel = typeof displayContext.periode === 'string' ? displayContext.periode : null;
+
+  const trendChartRows = React.useMemo(() => {
+    if (!chartSpec || chartSpec.type !== 'trend') return [];
+    const rows = (contextData as Record<string, unknown>)[chartSpec.historyKey];
+    if (!Array.isArray(rows)) return [];
+    if (timeframe !== 'harian' || effectiveDay === null) {
+      return rows as Array<Record<string, unknown>>;
+    }
+    return (rows as Array<Record<string, unknown>>).filter((row) => {
+      for (const field of ['hari', 'day']) {
+        const value = row[field];
+        if (typeof value === 'number' && Number.isFinite(value)) return value <= effectiveDay;
+      }
+      return true;
+    });
+  }, [chartSpec, contextData, timeframe, effectiveDay]);
+
+  const currentDay = selectedCycle?.current_day ?? null;
+
+  const heroSpec = React.useMemo(() => {
+    const n = (value: unknown): number | null =>
+      typeof value === 'number' && Number.isFinite(value) ? value : null;
+    const standardDay = effectiveDay ?? currentDay ?? null;
+    const standard = standardDay ? getCobbStandardForDay(standardDay) : null;
+    const dayLabel = standardDay ? `hari ke-${standardDay}` : null;
+
+    if (topic === 'berat_ayam') {
+      const actual = n(displayContext.averageWeight);
+      const target = n(displayContext.targetWeight) ?? standard?.weight ?? null;
+      if (actual === null) return null;
+      const dev = target ? ((actual - target) / target) * 100 : null;
+      return {
+        label: 'Rata-rata Bobot Aktual',
+        value: Math.round(actual).toLocaleString('id-ID'),
+        unit: 'g',
+        context: target
+          ? `Target CP 707${dayLabel ? ` ${dayLabel}` : ''}: ${Math.round(target).toLocaleString('id-ID')} g`
+          : null,
+        status: (dev === null
+          ? 'unknown'
+          : dev >= -5
+            ? 'ok'
+            : dev >= -15
+              ? 'warning'
+              : 'critical') as InsightStatus,
+        deltaLabel: dev === null ? null : `${dev.toFixed(0)}% vs target`,
+      };
+    }
+
+    if (topic === 'fcr') {
+      const actual = n(displayContext.fcr_terakhir);
+      if (actual === null) return null;
+      const std = standard?.fcr ?? null;
+      return {
+        label: 'FCR Aktual',
+        value: formatRatio(actual, 3),
+        unit: undefined,
+        context: std
+          ? `Standar CP 707${dayLabel ? ` ${dayLabel}` : ''}: ${formatRatio(std, 3)}`
+          : null,
+        status: (std === null
+          ? 'unknown'
+          : actual <= std
+            ? 'ok'
+            : actual <= std * 1.1
+              ? 'warning'
+              : 'critical') as InsightStatus,
+        deltaLabel:
+          std === null
+            ? null
+            : `${actual > std ? '+' : ''}${formatRatio(actual - std, 3)} vs standar`,
+      };
+    }
+
+    if (topic === 'eef') {
+      const actual = n(displayContext.eef_terakhir);
+      if (actual === null) return null;
+      const atHarvest = (currentDay ?? 0) >= 35;
+      return {
+        label: 'EEF',
+        value: formatRatio(actual, 3),
+        unit: undefined,
+        context: atHarvest ? 'Standar umur panen: >300' : 'Belum umur panen — wajar masih rendah',
+        status: (!atHarvest
+          ? 'unknown'
+          : actual >= 300
+            ? 'ok'
+            : actual >= 250
+              ? 'warning'
+              : 'critical') as InsightStatus,
+        deltaLabel: atHarvest ? (actual >= 300 ? 'di atas standar' : 'di bawah standar') : null,
+      };
+    }
+
+    if (topic === 'iot_panel') {
+      const minTemp = n(displayContext.suhu_min_C);
+      const maxTemp = n(displayContext.suhu_max_C);
+      const lastTemp = n(displayContext.suhu_rata_rata_C);
+      const setpoint = n(displayContext.setpoint_C);
+      if (minTemp === null && maxTemp === null && lastTemp === null) return null;
+      const lo = minTemp ?? lastTemp!;
+      const hi = maxTemp ?? lastTemp!;
+      // Grade against the farther extreme from setpoint so a bad stretch that day surfaces.
+      const worstDiff =
+        setpoint === null ? null : Math.max(Math.abs(lo - setpoint), Math.abs(hi - setpoint));
+      const signedWorst =
+        setpoint === null
+          ? null
+          : Math.abs(lo - setpoint) >= Math.abs(hi - setpoint)
+            ? lo - setpoint
+            : hi - setpoint;
+      return {
+        label: 'Suhu Rata-rata Kandang',
+        value: renderDayRange(lo, hi, ''),
+        unit: '°C',
+        context: setpoint === null ? null : `Setpoint: ${formatNumber(setpoint, 2, 0)} °C`,
+        status: (worstDiff === null
+          ? 'unknown'
+          : worstDiff <= 1
+            ? 'ok'
+            : worstDiff <= 2.5
+              ? 'warning'
+              : 'critical') as InsightStatus,
+        deltaLabel:
+          signedWorst === null
+            ? null
+            : `${signedWorst > 0 ? '+' : ''}${formatNumber(signedWorst, 2, 0)} °C vs setpoint`,
+      };
+    }
+
+    if (topic === 'hitung_karung') {
+      const actual = n(displayContext.total_karung_dituang_iot);
+      if (actual === null) return null;
+      const manual = n(displayContext.total_karung_dituang_manual);
+      const perDay = n(displayContext.rata_karung_per_hari);
+      const masukTotal = feedMasukTotal(displayContext);
+      const parts = [
+        masukTotal === null ? null : `Masuk: ${masukTotal.toLocaleString('id-ID')} karung`,
+        manual === null ? null : `Manual dituang: ${manual.toLocaleString('id-ID')} karung`,
+        perDay === null ? null : `${perDay.toLocaleString('id-ID')} karung/hari`,
+      ].filter(Boolean);
+      return {
+        label: 'Pakan Dituang (IOT)',
+        value: actual.toLocaleString('id-ID'),
+        unit: 'karung',
+        context: parts.length > 0 ? parts.join(' · ') : null,
+        status: 'unknown' as InsightStatus,
+        deltaLabel: null,
+      };
+    }
+
+    if (topic === 'hitung_ayam') {
+      const actual = n(displayContext.populasi_kini_ekor);
+      if (actual === null) return null;
+      const awal = n(displayContext.populasi_awal_ekor);
+      const mortPct = n(displayContext.mortalitas_persen);
+      return {
+        label: 'Populasi Kini',
+        value: Math.round(actual).toLocaleString('id-ID'),
+        unit: 'ekor',
+        context:
+          awal === null ? null : `Populasi awal: ${Math.round(awal).toLocaleString('id-ID')} ekor`,
+        status: (mortPct === null
+          ? 'unknown'
+          : mortPct < 5
+            ? 'ok'
+            : mortPct <= 7
+              ? 'warning'
+              : 'critical') as InsightStatus,
+        deltaLabel:
+          mortPct === null
+            ? null
+            : `Mortalitas ${mortPct.toLocaleString('id-ID', { maximumFractionDigits: 2 })}%`,
+      };
+    }
+
+    return null;
+  }, [topic, displayContext, currentDay, effectiveDay]);
+
+  const meta = TOPIC_META[topic] ?? TOPIC_META.dashboard;
+
+  const generate = async (force = false) => {
+    const storageKey = `page-insight-v1-${scopeKey}`;
+    const requestId = ++requestIdRef.current;
+    const isCurrent = () => requestIdRef.current === requestId;
+
+    // Soft load: share one in-flight DB GET for the same scope (no client content cache).
+    if (!force && _insightInFlight.has(storageKey)) {
+      const shared = await _insightInFlight.get(storageKey);
+      if (!isCurrent()) return;
+      setResult(shared ?? null);
+      setLoading(false);
+      lastCacheKeyRef.current = scopeKey;
+      return;
+    }
+
+    if (inFlightRef.current && !force) return;
+    inFlightRef.current = true;
+    // Only show the LLM loading UI when the user clicks Generate.
+    if (force) {
+      setLoading(true);
+      setResult(null);
+    }
+    setError(null);
+
+    const fetchPromise = (async (): Promise<PageInsightResult | null> => {
+      try {
+        if (selectedKandangId == null && !(contextData as Record<string, unknown>).kandangId) {
+          throw new Error(
+            'Pilih kandang terlebih dahulu. AI Insight digenerate per kandang, bukan semua kandang.'
+          );
+        }
+        if (!selectedCycle?.id) {
+          throw new Error('Data siklus tidak tersedia. Pastikan ada siklus aktif.');
+        }
+
+        const rawCtx = contextData as Record<string, unknown>;
+        const kandangId = requireKandangId({
+          ...rawCtx,
+          kandangId: rawCtx.kandangId ?? selectedKandangId,
+        });
+
+        const rawCtxDay =
+          effectiveDay ?? rawCtx.hari_ke ?? rawCtx.hari_terakhir ?? rawCtx.currentDay ?? currentDay;
+        const maxDays = (rawCtx.totalDays as number | undefined) ?? selectedCycle.total_days;
+        const currentDayVal =
+          typeof rawCtxDay === 'number' && maxDays && rawCtxDay > maxDays ? maxDays : rawCtxDay;
+
+        const reportPeriod =
+          timeframe === 'harian'
+            ? effectiveDay !== null
+              ? `Hari ${effectiveDay}`
+              : currentDayVal
+                ? `Hari ${currentDayVal}`
+                : null
+            : null;
+
+        let apiResult = null as Awaited<ReturnType<typeof api.insights.generate>> | null;
+
+        try {
+          apiResult = await api.insights.cached({
+            cycle_id: selectedCycle.id,
+            kandang_id: kandangId,
+            topic,
+            report_type: 'page',
+            report_period: reportPeriod,
+          });
+          if (!apiResult?.insight_text && !apiResult?.summary) apiResult = null;
+        } catch {
+          apiResult = null;
+        }
+
+        if (!apiResult) {
+          if (!isCurrent()) return null;
+          setResult(null);
+          setLoading(false);
+          lastCacheKeyRef.current = scopeKey;
+          return null;
+        }
+
+        if (!isCurrent()) return null;
+
+        if (!apiResult?.insight_text && !apiResult?.summary && !apiResult?.insight) {
+          throw new Error(apiResult?.message || 'Gagal memuat AI Insight.');
+        }
+
+        const text = apiResult.insight_text ?? '';
+        let parsed: { summary: string; insight: string } | null = null;
+        if (apiResult.summary || apiResult.insight) {
+          parsed = {
+            summary: apiResult.summary || '',
+            insight: apiResult.insight || apiResult.insight_text || '',
+          };
+        } else {
+          parsed = parseAiResult(text);
+        }
+
+        if (!parsed || (!parsed.summary && !parsed.insight)) {
+          throw new Error('Respons AI tidak dapat diproses.');
+        }
+
+        const wrapped: PageInsightResult = {
+          summary: parsed.summary,
+          insight: parsed.insight,
+          citations: apiResult.citations,
+        };
+
+        if (!isCurrent()) return wrapped;
+        setResult(wrapped);
+        lastCacheKeyRef.current = scopeKey;
+        return wrapped;
+      } catch (err) {
+        if (!isCurrent()) return null;
+        console.error(`[PageAiInsight:${topic}] request failed:`, err);
+        if (force) {
+          setError(errorMessage(err));
+          setResult(null);
+        } else {
+          setResult(null);
+        }
+        return null;
+      } finally {
+        if (isCurrent()) {
+          setLoading(false);
+          inFlightRef.current = false;
+        }
+        _insightInFlight.delete(storageKey);
+      }
+    })();
+
+    if (!force) {
+      _insightInFlight.set(storageKey, fetchPromise);
+    }
+    await fetchPromise;
+  };
+
+  useEffect(() => {
+    desiredKeyRef.current = scopeKey;
+    generateRef.current = generate;
+  });
+
+  // Day / scope change: clear UI and soft-load from DB (no generate).
+  useEffect(() => {
+    if (lastCacheKeyRef.current === scopeKey) return;
+    requestIdRef.current += 1;
+    setResult(null);
+    setError(null);
+    setLoading(false);
+    inFlightRef.current = false;
+    const timer = setTimeout(() => generateRef.current(false), 50);
+    return () => clearTimeout(timer);
+  }, [scopeKey]);
+
+  return (
+    <div className="rounded-xl border border-gray-100 bg-white shadow-sm overflow-hidden mb-6">
+      <div className="flex items-center justify-between px-5 py-3.5 border-b border-gray-100 bg-gray-50/80">
+        <div className="flex items-center gap-2.5 min-w-0">
+          <div className="p-1.5 bg-red-50 rounded-lg">
+            <i className={`fa-solid ${meta.icon} text-red-600 text-sm`} />
+          </div>
+          <div className="min-w-0">
+            <span className="text-sm font-bold text-gray-900">{meta.title}</span>
+            <p className="text-xs text-gray-400 truncate">
+              {selectedKandang?.kandang_name ?? 'Kandang'}
+              {selectedSite?.site_name ? ` · ${selectedSite.site_name}` : ''}
+              {effectiveDay != null
+                ? ` · Hari ke-${effectiveDay}`
+                : currentDay != null
+                  ? ` · Hari ke-${currentDay}`
+                  : ''}
+            </p>
+          </div>
+        </div>
+        <div className="flex items-center gap-2 shrink-0">
+          {supportsTimeframe && timeframe === 'harian' && availableDays.length > 1 && (
+            <select
+              value={effectiveDay ?? availableDays[availableDays.length - 1]}
+              onChange={(e) => setSelectedDay(parseInt(e.target.value, 10))}
+              className="text-[11px] font-semibold border border-gray-200 bg-white text-gray-700 rounded-lg px-2 py-1 shadow-sm"
+              title="Pilih hari siklus"
+            >
+              {availableDays.map((d) => (
+                <option key={d} value={d}>
+                  Hari {d}
+                </option>
+              ))}
+            </select>
+          )}
+        </div>
+      </div>
+
+      <div className="p-4">
+        {selectedKandangId == null && (
+          <div className="flex items-start gap-2 bg-amber-50 border border-amber-100 rounded-xl p-3">
+            <i className="fa-solid fa-triangle-exclamation text-amber-500 mt-0.5" />
+            <p className="text-xs text-amber-800">
+              Pilih satu kandang untuk melihat AI Insight.
+            </p>
+          </div>
+        )}
+
+        {loading && !result && (
+          <div className="flex flex-col items-center gap-3 py-8 justify-center">
+            <div className="w-8 h-8 rounded-full border-4 border-gray-100 border-t-red-600 animate-spin" />
+            <p className="text-sm text-gray-500 text-center max-w-sm">
+              Memuat data AI Insight…
+            </p>
+          </div>
+        )}
+
+        {error && !result && (
+          <div className="flex items-start gap-2 bg-red-50 border border-red-100 rounded-xl p-3">
+            <i className="fa-solid fa-triangle-exclamation text-red-400 shrink-0 mt-0.5" />
+            <div>
+              <p className="text-xs font-semibold text-red-600">Gagal memuat insight</p>
+              <p className="text-xs text-red-500 mt-0.5">{error}</p>
+              <button
+                onClick={() => generate(true)}
+                className="text-xs text-red-600 underline mt-1 hover:text-red-800"
+              >
+                Coba lagi
+              </button>
+            </div>
+          </div>
+        )}
+
+        {!loading && !error && !result && selectedKandangId != null && (
+          <div className="flex flex-col items-center justify-center gap-2 py-8 text-center">
+            <i className="fa-solid fa-brain text-gray-300 text-2xl" />
+            <p className="text-sm text-gray-500">Belum ada AI Insight untuk periode ini.</p>
+            <p className="text-xs text-gray-400">Insight akan tampil setelah disinkronkan dari farm site.</p>
+          </div>
+        )}
+
+        {result && (
+          <div className="space-y-4">
+            {heroSpec && (
+              <HeroFigure
+                label={heroSpec.label}
+                value={heroSpec.value}
+                unit={heroSpec.unit}
+                context={heroSpec.context}
+                status={heroSpec.status}
+                deltaLabel={heroSpec.deltaLabel}
+              />
+            )}
+            <div className="bg-white rounded-xl border border-gray-100 shadow-sm p-5">
+              {periodeLabel && (
+                <p className="mb-3 text-xs font-medium text-gray-500">
+                  Angka di bawah dihitung dari periode{' '}
+                  <span className="text-gray-700">{periodeLabel}</span>
+                </p>
+              )}
+              <div className="grid grid-cols-1 md:grid-cols-2 gap-y-3 gap-x-6">
+                {topic === 'fcr' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">
+                        Konsumsi Pakan Kumulatif
+                      </span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.pakan_karung_terakhir, 'Karung')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Rata-rata Bobot</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.bobot_iot_gram_terakhir, 'g')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Populasi Hidup</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.ayam_hidup_ekor, 'Ekor')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Total Bobot Panen</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.beratPanen_kg, 'kg')}
+                      </span>
+                    </div>
+                  </>
+                )}
+
+                {topic === 'berat_ayam' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Target Bobot</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.targetWeight, 'g')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Uniformity</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.uniformity, '%')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">
+                        Average Daily Gain (ADG)
+                      </span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.adg, 'g/hari')}
+                      </span>
+                    </div>
+                  </>
+                )}
+
+                {topic === 'eef' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">FCR Aktual</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {typeof displayContext.fcr_terakhir === 'number'
+                          ? formatRatio(displayContext.fcr_terakhir, 3)
+                          : renderValue(displayContext.fcr_terakhir)}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Persentase Hidup</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {typeof displayContext.persen_hidup === 'number'
+                          ? `${displayContext.persen_hidup.toLocaleString('id-ID', {
+                              maximumFractionDigits: 2,
+                            })} %`
+                          : renderValue(displayContext.persen_hidup, '%')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">BW Rata-rata Panen</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {typeof displayContext.bw_panen_gram === 'number'
+                          ? `${displayContext.bw_panen_gram.toLocaleString('id-ID', {
+                              maximumFractionDigits: 2,
+                            })} g`
+                          : renderValue(displayContext.bw_panen_gram, 'g')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">
+                        Umur Rata-rata Panen
+                      </span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {typeof displayContext.umur_panen_rata_hari === 'number'
+                          ? `${displayContext.umur_panen_rata_hari.toLocaleString('id-ID', {
+                              maximumFractionDigits: 2,
+                            })} hari`
+                          : renderValue(displayContext.umur_panen_rata_hari, 'hari')}
+                      </span>
+                    </div>
+                  </>
+                )}
+
+                {topic === 'iot_panel' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Experience Suhu</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderDayRange(
+                          displayContext.experience_suhu_min_C ?? displayContext.experience_suhu_C,
+                          displayContext.experience_suhu_max_C ?? displayContext.experience_suhu_C,
+                          '°C'
+                        )}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Kelembapan</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderDayRange(
+                          displayContext.kelembapan_min_persen ?? displayContext.kelembapan_persen,
+                          displayContext.kelembapan_max_persen ?? displayContext.kelembapan_persen,
+                          '%'
+                        )}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Kecepatan Angin</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderDayRange(
+                          displayContext.kecepatan_angin_min_mPerDetik ??
+                            displayContext.kecepatan_angin_mPerDetik,
+                          displayContext.kecepatan_angin_max_mPerDetik ??
+                            displayContext.kecepatan_angin_mPerDetik,
+                          'm/s'
+                        )}
+                      </span>
+                    </div>
+                  </>
+                )}
+
+                {topic === 'hitung_karung' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <div>
+                        <span className="text-sm text-gray-600 font-medium block">
+                          Total Karung Masuk
+                        </span>
+                        {(typeof displayContext.saldo_awal_karung === 'number' ||
+                          typeof displayContext.total_karung_masuk_iot === 'number') && (
+                          <span className="text-xs text-gray-400">
+                            {[
+                              typeof displayContext.saldo_awal_karung === 'number'
+                                ? `Saldo Awal: ${displayContext.saldo_awal_karung.toLocaleString('id-ID')}`
+                                : null,
+                              typeof displayContext.total_karung_masuk_iot === 'number'
+                                ? `Masuk IoT: ${displayContext.total_karung_masuk_iot.toLocaleString('id-ID')}`
+                                : null,
+                            ]
+                              .filter(Boolean)
+                              .join(' + ')}
+                          </span>
+                        )}
+                      </div>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(feedMasukTotal(displayContext), 'Karung')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">
+                        Total Karung Pakan Dituang
+                      </span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.total_karung_dituang_iot, 'Karung')}
+                      </span>
+                    </div>
+                  </>
+                )}
+
+                {topic === 'hitung_ayam' && (
+                  <>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Populasi Awal</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.populasi_awal_ekor, 'Ekor')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Populasi Kini</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.populasi_kini_ekor, 'Ekor')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">
+                        Mortalitas Kumulatif
+                      </span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.mortalitas_kumulatif_ekor, 'Ekor')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Mortalitas</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {typeof displayContext.mortalitas_persen === 'number'
+                          ? `${displayContext.mortalitas_persen.toLocaleString('id-ID', {
+                              maximumFractionDigits: 2,
+                            })} %`
+                          : renderValue(displayContext.mortalitas_persen, '%')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Panen Kumulatif</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.panen_kumulatif_ekor, 'Ekor')}
+                      </span>
+                    </div>
+                    <div className="flex justify-between items-center py-1 border-b border-gray-50">
+                      <span className="text-sm text-gray-600 font-medium">Berat Panen</span>
+                      <span className="text-sm font-bold text-gray-900">
+                        {renderValue(displayContext.berat_panen_kumulatif_kg, 'kg')}
+                      </span>
+                    </div>
+                  </>
+                )}
+              </div>
+
+              {chartSpec && (
+                <div className="mt-6 pt-4 border-t border-gray-100">
+                  {chartSpec.type === 'trend' ? (
+                    <InsightTrendChart
+                      rows={trendChartRows}
+                      series={chartSpec.series}
+                      unit={chartSpec.unit}
+                      title={chartSpec.title}
+                      highlight={chartHighlight}
+                      gap={chartSpec.gap ?? null}
+                    />
+                  ) : (
+                    <InsightConditionChart bars={chartSpec.bars} title={chartSpec.title} />
+                  )}
+                </div>
+              )}
+
+              <div className="mt-6 pt-4 border-t border-gray-100">
+                <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                  <i className="fa-solid fa-circle-check text-green-600" /> Kesimpulan
+                </h4>
+                <p className="text-sm text-gray-700 bg-gray-50 p-3 rounded-lg border border-gray-100">
+                  {result.summary}
+                </p>
+              </div>
+
+              <div className="mt-4">
+                <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                  <i className="fa-solid fa-brain text-red-600" /> AI Insight
+                </h4>
+                <p className="text-sm text-gray-700 bg-gray-50 p-3 rounded-lg border border-gray-100 whitespace-pre-wrap">
+                  {result.insight}
+                </p>
+              </div>
+
+              <CitationsBlock citations={result.citations} />
+            </div>
+          </div>
+        )}
+      </div>
+    </div>
+  );
+};
+
+export default PageAiInsight;

services/apiClient.ts

@@ -1,5 +1,10 @@
 import type {
   AIInsight,
+  InsightApiResponse,
+  InsightCachedParams,
+  InsightGenerateJob,
+  InsightGenerateParams,
+  InsightJobStatus,
   ChickenCounting,
   ChickenWeight,
   ActiveSite,
@@ -264,5 +269,25 @@ export const api = {
   insights: {
     list: async (query?: CycleFilter) =>
       unwrapList(await get<Paginated<AIInsight> | AIInsight[]>('/ai-insights/', query)),
+    generate: (body: InsightGenerateParams) => {
+      if (body.kandang_id == null) {
+        return Promise.reject(
+          new Error('kandang_id wajib - insight tidak boleh untuk semua kandang')
+        );
+      }
+      return post<InsightApiResponse>('/ai-insights/generate/', body);
+    },
+    generateAsync: (body: InsightGenerateParams) => {
+      if (body.kandang_id == null) {
+        return Promise.reject(
+          new Error('kandang_id wajib - insight tidak boleh untuk semua kandang')
+        );
+      }
+      return post<InsightGenerateJob>('/ai-insights/generate/', { ...body, async: true });
+    },
+    jobStatus: (jobId: string) =>
+      get<InsightJobStatus>(`/ai-insights/jobs/${encodeURIComponent(jobId)}/`),
+    cached: (params: InsightCachedParams) =>
+      get<InsightApiResponse>('/ai-insights/cached/', params),
   },
 };

types/api.ts

@@ -272,17 +272,156 @@ export type PanelIoT = {
 export type AIInsight = {
   id: number;
   cycle: number;
-  kandang: number;
+  kandang: number | null;
-  flock_id: number;
+  flock_id?: number;
   date: string;
   insight_text: string;
+  /** Condition from graded facts: healthy | warning | critical | unknown */
   alert: string;
-  section: string;
+  topic: string;
-  session: string;
+  report_type: string;
+  report_period: string;
+  summary?: string;
+  citations?: InsightCitation[];
+  section?: string;
+  session?: string;
   created_at: string;
   updated_at: string;
 };
 
+export type InsightReportType = 'page' | 'daily' | 'weekly' | 'end_cycle';
+
+export type InsightTopic =
+  | 'hitung_ayam'
+  | 'berat_ayam'
+  | 'fcr'
+  | 'eef'
+  | 'iot_panel'
+  | 'hitung_karung'
+  | 'dashboard';
+
+export type InsightCitation = {
+  id?: string;
+  title?: string;
+  chapter?: string;
+  excerpt?: string;
+  source?: string;
+};
+
+/**
+ * Curated page context sent to the insight service.
+ * `kandangId` is required — never generate for "all kandang".
+ */
+export type InsightContext = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  periode?: string | null;
+  [key: string]: unknown;
+};
+
+export type InsightGenerateParams = {
+  cycle_id: number;
+  kandang_id: number;
+  topic: InsightTopic | string;
+  report_type?: InsightReportType;
+  report_period?: string | null;
+  context: InsightContext;
+  force_refresh?: boolean;
+};
+
+export type InsightCachedParams = {
+  cycle_id: number;
+  kandang_id: number;
+  topic: InsightTopic | string;
+  report_type?: InsightReportType;
+  report_period?: string | null;
+};
+
+export type InsightJobStage =
+  | 'queued'
+  | 'starting'
+  | 'grading'
+  | 'retrieving'
+  | 'synthesizing'
+  | 'saving'
+  | 'done'
+  | 'error';
+
+export type InsightGenerateJob = {
+  job_id: string;
+  status: 'queued' | 'running' | 'done' | 'error';
+};
+
+export type InsightJobStatus = InsightGenerateJob & {
+  stage: InsightJobStage;
+  result: InsightApiResponse | null;
+  error: string | null;
+};
+
+export type InsightStatusLabel = 'ok' | 'warning' | 'critical' | 'unknown';
+
+export type InsightStructuredSection = {
+  status: InsightStatusLabel;
+  bullets: string[];
+  evidence: string[];
+  actions: string[];
+};
+
+export type InsightStructuredReport = {
+  summary: {
+    headline: string;
+    bullets: string[];
+    risks: string[];
+    actions: string[];
+  };
+  detailed?: Partial<
+    Record<
+      'hitung_ayam' | 'berat_ayam' | 'fcr' | 'eef' | 'panel_iot' | 'data_quality',
+      InsightStructuredSection
+    >
+  >;
+};
+
+/** Structured end-cycle insight (Masalah / Akar penyebab / Perbaikan). */
+export type EndCycleRootCause = {
+  id?: string;
+  hipotesis: string;
+  bukti: string[];
+  confidence?: 'high' | 'med' | 'low' | string;
+  fase?: string;
+};
+
+export type EndCycleAction = {
+  id?: string;
+  fase: string;
+  aksi: string;
+  metrik_pantau?: string;
+};
+
+export type EndCycleStructuredInsight = {
+  kesimpulan: string;
+  masalah: string[];
+  akar_penyebab: EndCycleRootCause[];
+  perbaikan_siklus_berikutnya: EndCycleAction[];
+  insight?: string;
+};
+
+/** Response from generate / cached insight endpoints. */
+export type InsightApiResponse = {
+  success?: boolean;
+  insight_text: string;
+  summary?: string;
+  insight?: string;
+  structured?: InsightStructuredReport | null;
+  structured_end_cycle?: EndCycleStructuredInsight | null;
+  citations?: InsightCitation[];
+  message?: string;
+};
+
+
 export type KarungRequestResult = {
   karung: Karung;
   upstream: Record<string, unknown>;

utils/cp707EnvStandards.ts

@@ -0,0 +1,87 @@
+/**
+ * Environment standards from the CP 707 book, for client-side charting only.
+ *
+ * Mirrors temperature / air-quality tables in
+ * `backend/apps/operations/services/cp707_knowledge.py` — that Python module
+ * is authoritative for LLM grading. This TS copy exists so IoT charts can
+ * draw targets without a round trip. Keep both in sync when the book edition
+ * changes.
+ */
+
+/** Target suhu pemeliharaan per umur (buku CP 707). */
+const TEMPERATURE_STANDARD = [
+  { from: 1, to: 2, temp_C: 32 },
+  { from: 3, to: 4, temp_C: 31 },
+  { from: 5, to: 7, temp_C: 30 },
+  { from: 8, to: 14, temp_C: 29 },
+  { from: 15, to: 21, temp_C: 28 },
+  { from: 22, to: 28, temp_C: 26 },
+  { from: 29, to: 35, temp_C: 23 },
+  { from: 36, to: 99, temp_C: 22 },
+];
+
+/** Kelembapan ideal sama untuk semua umur menurut tabel buku: 50–70 %. */
+export const HUMIDITY_RANGE_PCT = { min: 50, max: 70 };
+
+/** Standar kualitas udara (Lampiran 3). */
+export const AIR_QUALITY = {
+  /** Amonia: ideal <10 ppm, batas kritis >25 ppm. */
+  ammoniaSafe_ppm: 10,
+  ammoniaCritical_ppm: 25,
+  /** CO2: ideal <3000 ppm, kritis >3500 ppm. */
+  co2Ideal_ppm: 3000,
+};
+
+/**
+ * Standar konsumsi air per 1000 ekor per hari pada suhu 21°C (buku CP 707).
+ * Di atas 21°C kebutuhan naik rata-rata 6.5% per derajat.
+ */
+const WATER_CONSUMPTION_STANDARD: { week: number; minLiter: number; maxLiter: number }[] = [
+  { week: 1, minLiter: 58, maxLiter: 65 },
+  { week: 2, minLiter: 102, maxLiter: 115 },
+  { week: 3, minLiter: 149, maxLiter: 167 },
+  { week: 4, minLiter: 192, maxLiter: 216 },
+  { week: 5, minLiter: 232, maxLiter: 261 },
+  { week: 6, minLiter: 274, maxLiter: 308 },
+  { week: 7, minLiter: 309, maxLiter: 347 },
+  { week: 8, minLiter: 342, maxLiter: 385 },
+];
+
+/** Standar konsumsi air (rata-rata min–max) untuk umur hari tertentu, atau null. */
+export const getWaterStandardByDay = (
+  dayAge: number | null | undefined
+): { min: number; max: number } | null => {
+  if (typeof dayAge !== 'number' || !Number.isFinite(dayAge) || dayAge <= 0) return null;
+  const week = Math.min(Math.ceil(dayAge / 7), WATER_CONSUMPTION_STANDARD.length);
+  const row = WATER_CONSUMPTION_STANDARD.find((r) => r.week === week);
+  return row ? { min: row.minLiter, max: row.maxLiter } : null;
+};
+
+/**
+ * Suhu target untuk umur tertentu, atau null bila umurnya tidak masuk akal.
+ * Umur di luar tabel jatuh ke baris terakhir (36+ hari), sesuai isi buku.
+ */
+export const getTempStandardByDay = (dayAge: number | null | undefined): number | null => {
+  if (typeof dayAge !== 'number' || !Number.isFinite(dayAge) || dayAge <= 0) return null;
+  const row = TEMPERATURE_STANDARD.find((r) => dayAge >= r.from && dayAge <= r.to);
+  return row ? row.temp_C : null;
+};
+
+/**
+ * Number out of a display-formatted reading.
+ *
+ * `computeDashboard` hands back strings like "32,1 °C" and "62,8 %" — already
+ * scaled from the raw sensor encoding, which is why they are the safe source —
+ * so the chart has to strip the unit and accept the Indonesian decimal comma.
+ * A plain number passes through unchanged.
+ */
+export const parseReading = (value: unknown): number | null => {
+  if (typeof value === 'number') return Number.isFinite(value) ? value : null;
+  if (typeof value !== 'string' || value.trim() === '') return null;
+  const cleaned = value
+    .replace(/[^\d,.-]/g, '')
+    .replace(/\.(?=\d{3}\b)/g, '')
+    .replace(',', '.');
+  const n = Number(cleaned);
+  return Number.isFinite(n) ? n : null;
+};

utils/insightContextBuilders.ts

@@ -0,0 +1,989 @@
+import type { InsightContext } from '../types/api.ts';
+import { getTargetWeightForAge } from './weight.ts';
+
+const num = (value: unknown): number | null =>
+  typeof value === 'number' && Number.isFinite(value) ? value : null;
+
+/** Round to at most 2 decimal places (avoids float noise like 89.50399999999999). */
+const round2 = (value: number | null): number | null =>
+  value === null ? null : Math.round(value * 100) / 100;
+
+/** Positive finite number only — 0 / negative treated as missing sensor data. */
+const positiveNum = (value: unknown): number | null => {
+  const n = num(value);
+  return n != null && n > 0 ? n : null;
+};
+
+const requireKandangId = (kandangId: number | null | undefined, topic: string): number => {
+  if (kandangId == null || !Number.isFinite(kandangId) || kandangId <= 0) {
+    throw new Error(`kandangId wajib — insight ${topic} tidak boleh untuk semua kandang`);
+  }
+  return kandangId;
+};
+
+const dayOf = (row: { day?: unknown; hari?: unknown; age?: unknown }): number | null =>
+  num(row.day) ?? num(row.hari) ?? num(row.age);
+
+// ─── FCR ─────────────────────────────────────────────────────────────────────
+
+export type FcrInsightRow = {
+  day?: number;
+  hari?: number;
+  feedTotal?: number | null;
+  pakan_karung?: number | null;
+  iotWeight?: number | null;
+  /** IoT average bird weight in grams (same as KPI `iot_weight`). */
+  bobot_iot_gram?: number | null;
+  /** @deprecated use bobot_iot_gram — legacy name wrongly implied kg */
+  bobot_iot_kg?: number | null;
+  chickenLife?: number | null;
+  ayam_hidup_ekor?: number | null;
+  harvestWeightKg?: number | null;
+  beratPanen_kg?: number | null;
+  fcr?: number | null;
+  fcr_aktual?: number | null;
+  [key: string]: unknown;
+};
+
+export type BuildFcrInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  fcrRows?: FcrInsightRow[];
+  /** Optional precomputed latest scalars (units in field names). */
+  fcr_terakhir?: number | null;
+  pakan_karung_terakhir?: number | null;
+  bobot_iot_gram_terakhir?: number | null;
+  /** @deprecated use bobot_iot_gram_terakhir */
+  bobot_iot_kg_terakhir?: number | null;
+  ayam_hidup_ekor?: number | null;
+  beratPanen_kg?: number | null;
+};
+
+/**
+ * Build curated FCR InsightContext for one kandang.
+ * Numeric fields carry units in their names so the model cannot invent units.
+ * IoT weight is grams (matches FCR page StatCards / KPI `iot_weight`).
+ */
+export function buildFcrInsightContext(args: BuildFcrInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'FCR');
+
+  const rows = Array.isArray(args.fcrRows) ? args.fcrRows : [];
+  const tren = rows
+    .map((row) => {
+      const hari = dayOf(row);
+      if (hari === null) return null;
+      // Prefer explicit grams; legacy `bobot_iot_kg` on rows was often mislabeled grams.
+      const bobotGram = num(row.iotWeight) ?? num(row.bobot_iot_gram) ?? num(row.bobot_iot_kg);
+      return {
+        hari,
+        fcr_aktual: num(row.fcr) ?? num(row.fcr_aktual),
+        pakan_karung: num(row.feedTotal) ?? num(row.pakan_karung),
+        bobot_iot_gram: bobotGram,
+        ayam_hidup_ekor: num(row.chickenLife) ?? num(row.ayam_hidup_ekor),
+        beratPanen_kg: num(row.harvestWeightKg) ?? num(row.beratPanen_kg),
+      };
+    })
+    .filter((row): row is NonNullable<typeof row> => row !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  const latest = [...tren].reverse().find((row) => row.fcr_aktual != null) ?? tren[tren.length - 1];
+
+  const fcr_terakhir = args.fcr_terakhir ?? latest?.fcr_aktual ?? null;
+  const pakan_karung_terakhir = args.pakan_karung_terakhir ?? latest?.pakan_karung ?? null;
+  const bobot_iot_gram_terakhir =
+    args.bobot_iot_gram_terakhir ?? args.bobot_iot_kg_terakhir ?? latest?.bobot_iot_gram ?? null;
+  const ayam_hidup_ekor = args.ayam_hidup_ekor ?? latest?.ayam_hidup_ekor ?? null;
+  const beratPanen_kg = args.beratPanen_kg ?? latest?.beratPanen_kg ?? null;
+  const hari_ke = args.hari_ke ?? latest?.hari ?? null;
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke,
+    totalDays: args.totalDays ?? null,
+    fcr_terakhir,
+    pakan_karung_terakhir,
+    bobot_iot_gram_terakhir,
+    ayam_hidup_ekor,
+    beratPanen_kg,
+    tren_fcr_harian: tren,
+    tren_7_hari_terakhir: tren.slice(-7).map((r) => ({
+      hari: r.hari,
+      fcr: r.fcr_aktual,
+      pakan: r.pakan_karung,
+      bobot_gram: r.bobot_iot_gram,
+      ayam: r.ayam_hidup_ekor,
+    })),
+  };
+}
+
+// ─── EEF ─────────────────────────────────────────────────────────────────────
+
+export type EefInsightRow = {
+  day?: number;
+  hari?: number;
+  eef?: number | null;
+  fcr?: number | null;
+  chickenLifePercentage?: number | null;
+  persen_hidup?: number | null;
+  averageHarvestBw?: number | null;
+  bw_panen_gram?: number | null;
+  averageHarvestDay?: number | null;
+  [key: string]: unknown;
+};
+
+export type BuildEefInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  eefRows?: EefInsightRow[];
+  eef_terakhir?: number | null;
+  fcr_terakhir?: number | null;
+  persen_hidup?: number | null;
+  bw_panen_gram?: number | null;
+  umur_panen_rata_hari?: number | null;
+};
+
+export function buildEefInsightContext(args: BuildEefInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'EEF');
+
+  const rows = Array.isArray(args.eefRows) ? args.eefRows : [];
+  const tren = rows
+    .map((row) => {
+      const hari = dayOf(row);
+      if (hari === null) return null;
+      return {
+        hari,
+        eef: num(row.eef),
+        fcr: num(row.fcr),
+        persen_hidup: round2(num(row.chickenLifePercentage) ?? num(row.persen_hidup)),
+        bw_panen: num(row.averageHarvestBw) ?? num(row.bw_panen_gram),
+        umur_panen_hari: num(row.averageHarvestDay),
+      };
+    })
+    .filter((row): row is NonNullable<typeof row> => row !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  const latest = [...tren].reverse().find((row) => row.eef != null) ?? tren[tren.length - 1];
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke: args.hari_ke ?? latest?.hari ?? null,
+    totalDays: args.totalDays ?? null,
+    eef_terakhir: args.eef_terakhir ?? latest?.eef ?? null,
+    fcr_terakhir: args.fcr_terakhir ?? latest?.fcr ?? null,
+    persen_hidup: round2(args.persen_hidup ?? latest?.persen_hidup ?? null),
+    bw_panen_gram: args.bw_panen_gram ?? latest?.bw_panen ?? null,
+    umur_panen_rata_hari: args.umur_panen_rata_hari ?? latest?.umur_panen_hari ?? null,
+    tren_eef_harian: tren,
+    tren_7_hari_terakhir: tren.slice(-7),
+  };
+}
+
+// ─── Weight ──────────────────────────────────────────────────────────────────
+
+export type WeightInsightRow = {
+  day?: number;
+  hari?: number;
+  age?: number;
+  average_weight?: number | null;
+  bobot_gram?: number | null;
+  target_gram?: number | null;
+  uniformity?: number | null;
+  average_daily_gain?: number | null;
+  adg_gram_per_hari?: number | null;
+  [key: string]: unknown;
+};
+
+export type BuildWeightInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  docWeight?: number | null;
+  weightRows?: WeightInsightRow[];
+  averageWeight?: number | null;
+  targetWeight?: number | null;
+  uniformity?: number | null;
+  adg?: number | null;
+};
+
+export function buildWeightInsightContext(args: BuildWeightInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'berat ayam');
+  const totalDays = args.totalDays ?? null;
+
+  const rows = Array.isArray(args.weightRows) ? args.weightRows : [];
+  const tren = rows
+    .map((row) => {
+      const hari = dayOf(row);
+      if (hari === null) return null;
+      const bobot = num(row.average_weight) ?? num(row.bobot_gram);
+      const doc = num(row.doc_weight) ?? num(args.docWeight) ?? 40;
+      const target = num(row.target_gram) ?? (hari > 0 ? getTargetWeightForAge(hari, doc) : null);
+      return {
+        hari,
+        bobot_gram: bobot != null && bobot > 0 ? bobot : null,
+        target_gram: target,
+        adg_gram_per_hari: num(row.average_daily_gain) ?? num(row.adg_gram_per_hari),
+        uniformity_persen: num(row.uniformity),
+      };
+    })
+    .filter((row): row is NonNullable<typeof row> => row !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  const latest = [...tren].reverse().find((row) => row.bobot_gram != null) ?? tren[tren.length - 1];
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke: args.hari_ke ?? latest?.hari ?? null,
+    totalDays,
+    averageWeight: args.averageWeight ?? latest?.bobot_gram ?? null,
+    targetWeight: args.targetWeight ?? latest?.target_gram ?? null,
+    uniformity: args.uniformity ?? latest?.uniformity_persen ?? null,
+    adg: args.adg ?? latest?.adg_gram_per_hari ?? null,
+    tren_harian: tren,
+  };
+}
+
+// ─── IoT panel ───────────────────────────────────────────────────────────────
+
+export type BuildIotInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  suhu_rata_rata_C?: number | null;
+  experience_suhu_C?: number | null;
+  kelembapan_persen?: number | null;
+  kecepatan_angin_mPerDetik?: number | null;
+  konsumsi_air_L?: number | null;
+  setpoint_C?: number | null;
+  suhu_min_C?: number | null;
+  suhu_max_C?: number | null;
+  experience_suhu_min_C?: number | null;
+  experience_suhu_max_C?: number | null;
+  kelembapan_min_persen?: number | null;
+  kelembapan_max_persen?: number | null;
+  kecepatan_angin_min_mPerDetik?: number | null;
+  kecepatan_angin_max_mPerDetik?: number | null;
+  waktu_data?: string | null;
+};
+
+export function buildIotInsightContext(args: BuildIotInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'panel IoT');
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke: args.hari_ke ?? null,
+    totalDays: args.totalDays ?? null,
+    suhu_rata_rata_C: args.suhu_rata_rata_C ?? null,
+    experience_suhu_C: args.experience_suhu_C ?? null,
+    kelembapan_persen: args.kelembapan_persen ?? null,
+    kecepatan_angin_mPerDetik: args.kecepatan_angin_mPerDetik ?? null,
+    konsumsi_air_L: args.konsumsi_air_L ?? null,
+    setpoint_C: args.setpoint_C ?? null,
+    suhu_min_C: args.suhu_min_C ?? null,
+    suhu_max_C: args.suhu_max_C ?? null,
+    experience_suhu_min_C: args.experience_suhu_min_C ?? null,
+    experience_suhu_max_C: args.experience_suhu_max_C ?? null,
+    kelembapan_min_persen: args.kelembapan_min_persen ?? null,
+    kelembapan_max_persen: args.kelembapan_max_persen ?? null,
+    kecepatan_angin_min_mPerDetik: args.kecepatan_angin_min_mPerDetik ?? null,
+    kecepatan_angin_max_mPerDetik: args.kecepatan_angin_max_mPerDetik ?? null,
+    waktu_data: args.waktu_data ?? null,
+  };
+}
+
+// ─── Feed sack (hitung karung) ───────────────────────────────────────────────
+
+export type FeedSackInsightRow = {
+  day?: number;
+  hari?: number;
+  masuk?: number | null;
+  dituang?: number | null;
+  keluar?: number | null;
+  masukManual?: number | null;
+  dituangManual?: number | null;
+  in_today?: number | null;
+  feed_use_today?: number | null;
+  out_today?: number | null;
+  [key: string]: unknown;
+};
+
+export type BuildFeedSackInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  dailyRows?: FeedSackInsightRow[];
+  saldo_awal_karung?: number | null;
+  total_karung_masuk_iot?: number | null;
+  total_karung_dituang_iot?: number | null;
+  total_karung_keluar_iot?: number | null;
+  total_karung_masuk_manual?: number | null;
+  total_karung_dituang_manual?: number | null;
+  rata_karung_per_hari?: number | null;
+};
+
+export function buildFeedSackInsightContext(args: BuildFeedSackInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'hitung karung');
+
+  const rows = Array.isArray(args.dailyRows) ? args.dailyRows : [];
+  const tren = rows
+    .map((row) => {
+      const hari = dayOf(row);
+      if (hari === null) return null;
+      return {
+        hari,
+        masuk: num(row.masuk) ?? num(row.in_today),
+        dituang: num(row.dituang) ?? num(row.feed_use_today),
+        keluar: num(row.keluar) ?? num(row.out_today),
+        masukManual: num(row.masukManual),
+        dituangManual: num(row.dituangManual),
+      };
+    })
+    .filter((row): row is NonNullable<typeof row> => row !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  const sumField = (field: 'masuk' | 'dituang' | 'keluar' | 'masukManual' | 'dituangManual') => {
+    if (tren.length === 0) return null;
+    let total = 0;
+    let any = false;
+    for (const row of tren) {
+      const v = row[field];
+      if (v != null) {
+        total += v;
+        any = true;
+      }
+    }
+    return any ? total : null;
+  };
+
+  const total_dituang_iot = args.total_karung_dituang_iot ?? sumField('dituang');
+  const hari_ke = args.hari_ke ?? (tren.length > 0 ? tren[tren.length - 1]!.hari : null);
+  const rata =
+    args.rata_karung_per_hari ??
+    (total_dituang_iot != null && hari_ke != null && hari_ke > 0
+      ? Math.round((total_dituang_iot / hari_ke) * 10) / 10
+      : null);
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke,
+    totalDays: args.totalDays ?? null,
+    saldo_awal_karung: args.saldo_awal_karung ?? null,
+    total_karung_masuk_iot: args.total_karung_masuk_iot ?? sumField('masuk'),
+    total_karung_dituang_iot: total_dituang_iot,
+    total_karung_keluar_iot: args.total_karung_keluar_iot ?? sumField('keluar'),
+    total_karung_masuk_manual: args.total_karung_masuk_manual ?? sumField('masukManual'),
+    total_karung_dituang_manual: args.total_karung_dituang_manual ?? sumField('dituangManual'),
+    rata_karung_per_hari: rata,
+    tren_harian: tren,
+  };
+}
+
+// ─── Counting (hitung ayam) ──────────────────────────────────────────────────
+
+export type CountingInsightRow = {
+  day?: number;
+  hari?: number;
+  stockAkhir?: number | null;
+  populasi?: number | null;
+  mati?: number | null;
+  panen?: number | null;
+  beratPanen?: number | null;
+  /** Running totals when the page already computed them (preferred). */
+  mortalityTotal?: number | null;
+  harvestTotal?: number | null;
+  harvestWeightTotal?: number | null;
+  chickenCount?: number | null;
+  [key: string]: unknown;
+};
+
+export type BuildCountingInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  dailyRows?: CountingInsightRow[];
+  populasi_awal_ekor?: number | null;
+  populasi_kini_ekor?: number | null;
+  mortalitas_kumulatif_ekor?: number | null;
+  /** Null when DOC-in unknown — never invent 0%. */
+  mortalitas_persen?: number | null;
+  panen_kumulatif_ekor?: number | null;
+  berat_panen_kumulatif_kg?: number | null;
+};
+
+export function buildCountingInsightContext(args: BuildCountingInsightContextArgs): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'hitung ayam');
+
+  const rows = Array.isArray(args.dailyRows) ? args.dailyRows : [];
+  const populasi_awal = args.populasi_awal_ekor ?? null;
+
+  // Sort first, then accumulate — unsorted input would corrupt running totals.
+  const ordered = [...rows]
+    .map((row) => {
+      const hari = dayOf(row);
+      if (hari === null) return null;
+      return { row, hari };
+    })
+    .filter((item): item is { row: CountingInsightRow; hari: number } => item !== null)
+    .sort((a, b) => a.hari - b.hari);
+
+  let runMort = 0;
+  let runPanen = 0;
+  let runBerat = 0;
+  const tren = ordered.map(({ row, hari }) => {
+    const mati = num(row.mati) ?? 0;
+    const panen = num(row.panen) ?? 0;
+    const berat = num(row.beratPanen) ?? 0;
+    runMort += mati;
+    runPanen += panen;
+    runBerat += berat;
+    const mortCum = num(row.mortalityTotal) ?? runMort;
+    const panenCum = num(row.harvestTotal) ?? runPanen;
+    const beratCum = num(row.harvestWeightTotal) ?? runBerat;
+    const mortPct =
+      populasi_awal != null && populasi_awal > 0
+        ? Math.round((mortCum / populasi_awal) * 10000) / 100
+        : null;
+    return {
+      hari,
+      populasi: num(row.stockAkhir) ?? num(row.populasi),
+      mati_ekor: num(row.mati),
+      panen_ekor: num(row.panen),
+      chicken_count_iot_ekor: num(row.chickenCount),
+      mortalitas_kumulatif_ekor: mortCum,
+      panen_kumulatif_ekor: panenCum,
+      berat_panen_kumulatif_kg: Math.round(beratCum * 100) / 100,
+      mortalitas_persen: mortPct,
+    };
+  });
+
+  const latest = tren[tren.length - 1];
+  const mortalitas_ekor =
+    args.mortalitas_kumulatif_ekor ?? latest?.mortalitas_kumulatif_ekor ?? null;
+  const mortalitas_persen =
+    args.mortalitas_persen !== undefined
+      ? args.mortalitas_persen
+      : (latest?.mortalitas_persen ??
+        (populasi_awal != null && populasi_awal > 0 && mortalitas_ekor != null
+          ? Math.round((mortalitas_ekor / populasi_awal) * 10000) / 100
+          : null));
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke: args.hari_ke ?? latest?.hari ?? null,
+    totalDays: args.totalDays ?? null,
+    populasi_awal_ekor: populasi_awal,
+    populasi_kini_ekor: args.populasi_kini_ekor ?? latest?.populasi ?? null,
+    mortalitas_kumulatif_ekor: mortalitas_ekor,
+    mortalitas_persen,
+    panen_kumulatif_ekor: args.panen_kumulatif_ekor ?? latest?.panen_kumulatif_ekor ?? null,
+    berat_panen_kumulatif_kg:
+      args.berat_panen_kumulatif_kg ?? latest?.berat_panen_kumulatif_kg ?? null,
+    tren_populasi_harian: tren,
+  };
+}
+
+// ─── Dashboard ───────────────────────────────────────────────────────────────
+
+export type BuildDashboardInsightContextArgs = {
+  kandangId: number;
+  kandangName?: string;
+  cycleId?: number;
+  hari_ke?: number | null;
+  totalDays?: number | null;
+  fcr_terakhir?: number | null;
+  eef_terakhir?: number | null;
+  bobot_avg_gram?: number | null;
+  mortalitas_hari_ini_ekor?: number | null;
+  /** Cumulative mortality % — preferred by the backend grader over deriving from % hidup. */
+  mortalitas_kumulatif_persen?: number | null;
+  karung_dituang_hari_ini?: number | null;
+  pakan_kumulatif_karung?: number | null;
+  ayam_hidup_ekor?: number | null;
+  persen_hidup?: number | null;
+  /** Muted-row / detail scalars for LLM analysis. */
+  doc_in_ekor?: number | null;
+  kematian_kumulatif_ekor?: number | null;
+  panen_kumulatif_ekor?: number | null;
+  tonase_panen_kg?: number | null;
+  uniformity_persen?: number | null;
+};
+
+export function buildDashboardInsightContext(
+  args: BuildDashboardInsightContextArgs
+): InsightContext {
+  const kandangId = requireKandangId(args.kandangId, 'dashboard');
+
+  return {
+    kandangId,
+    kandangName: args.kandangName,
+    cycleId: args.cycleId,
+    hari_ke: args.hari_ke ?? null,
+    totalDays: args.totalDays ?? null,
+    fcr_terakhir: args.fcr_terakhir != null && args.fcr_terakhir > 0 ? args.fcr_terakhir : null,
+    eef_terakhir: args.eef_terakhir != null && args.eef_terakhir > 0 ? args.eef_terakhir : null,
+    bobot_avg_gram:
+      args.bobot_avg_gram != null && args.bobot_avg_gram > 0 ? args.bobot_avg_gram : null,
+    mortalitas_hari_ini_ekor: args.mortalitas_hari_ini_ekor ?? null,
+    mortalitas_kumulatif_persen: args.mortalitas_kumulatif_persen ?? null,
+    karung_dituang_hari_ini: args.karung_dituang_hari_ini ?? null,
+    pakan_kumulatif_karung: args.pakan_kumulatif_karung ?? null,
+    ayam_hidup_ekor: args.ayam_hidup_ekor ?? null,
+    persen_hidup: args.persen_hidup ?? null,
+    doc_in_ekor: args.doc_in_ekor ?? null,
+    kematian_kumulatif_ekor: args.kematian_kumulatif_ekor ?? null,
+    panen_kumulatif_ekor: args.panen_kumulatif_ekor ?? null,
+    tonase_panen_kg: args.tonase_panen_kg ?? null,
+    uniformity_persen: args.uniformity_persen ?? null,
+  };
+}
+
+/** Day-indexed weight point for dashboard insight chart (display only). */
+export type DashboardInsightWeightPoint = {
+  hari: number;
+  actual: number | null;
+  target: number | null;
+};
+
+/** Day-indexed KPI snapshot so the card can scope tiles to a selected day. */
+export type DashboardInsightKpiPoint = {
+  hari: number;
+  fcr: number | null;
+  eef: number | null;
+  ayam_hidup_ekor: number | null;
+  mortalitas_kumulatif_persen: number | null;
+  bobot_avg_gram: number | null;
+  kematian_kumulatif_ekor: number | null;
+  panen_kumulatif_ekor: number | null;
+  tonase_panen_kg: number | null;
+  uniformity_persen: number | null;
+  pakan_kumulatif_karung: number | null;
+};
+
+/**
+ * Display-only metrics for main-dashboard AI Insight visuals.
+ * Kept separate from LLM `InsightContext` so chart series are not sent to the model.
+ */
+export type DashboardInsightMetrics = {
+  hari_ke: number | null;
+  fcr: number | null;
+  eef: number | null;
+  ayam_hidup_ekor: number | null;
+  mortalitas_kumulatif_persen: number | null;
+  bobot_avg_gram: number | null;
+  /** Cycle DOC intake — constant across days. */
+  doc_in_ekor: number | null;
+  kematian_kumulatif_ekor: number | null;
+  panen_kumulatif_ekor: number | null;
+  tonase_panen_kg: number | null;
+  uniformity_persen: number | null;
+  pakan_kumulatif_karung: number | null;
+  weightSeries: DashboardInsightWeightPoint[];
+  kpiSeries: DashboardInsightKpiPoint[];
+};
+
+export type BuildDashboardInsightMetricsArgs = {
+  /** KPI rows already filtered by visibility / anchor (newest-first or any order). */
+  kpis: Array<{
+    age?: number | null;
+    date?: string | null;
+    fcr?: number | null;
+    eef?: number | null;
+    chicken_life?: number | null;
+    chicken_life_percentage?: number | null;
+    iot_weight?: number | null;
+    mortality_total?: number | null;
+    harvest_total?: number | null;
+    harvest_weight_total?: number | null;
+    feed_total?: number | null;
+  }>;
+  /** Weight rows already filtered by visibility / anchor. */
+  weights: Array<{
+    age?: number | null;
+    date?: string | null;
+    average_weight?: number | null;
+    doc_weight?: number | null;
+    uniformity?: number | null;
+  }>;
+  /** Fallback day label when no KPI age is present. */
+  currentDay?: number | null;
+  /** DOC chick-in count for the cycle (muted row). */
+  docInCount?: number | null;
+  /** Optional override when KPI feed_total is missing (e.g. karung.feed_use_total). */
+  pakanKumulatifFallback?: number | null;
+};
+
+const mortalitasFromPersenHidup = (persenHidup: number | null): number | null => {
+  if (persenHidup === null || !Number.isFinite(persenHidup)) return null;
+  return Math.round((100 - persenHidup) * 100) / 100;
+};
+
+/**
+ * Build display metrics for dashboard AI Insight heroes / tiles / weight chart.
+ * Callers must pre-filter rows with `throughVisibleDate` (and anchor) like Dashboard does.
+ */
+export function buildDashboardInsightMetrics(
+  args: BuildDashboardInsightMetricsArgs
+): DashboardInsightMetrics {
+  const weightByAge = new Map<
+    number,
+    { actual: number | null; target: number | null; uniformity: number | null }
+  >();
+  for (const row of args.weights) {
+    const hari = num(row.age);
+    if (hari === null || hari < 0) continue;
+    const actual = positiveNum(row.average_weight);
+    const doc = num(row.doc_weight) ?? 40;
+    const target = getTargetWeightForAge(hari, doc);
+    weightByAge.set(hari, {
+      actual,
+      target,
+      uniformity: num(row.uniformity),
+    });
+  }
+
+  const weightSeries: DashboardInsightWeightPoint[] = [...weightByAge.entries()]
+    .map(([hari, point]) => ({ hari, actual: point.actual, target: point.target }))
+    .sort((a, b) => a.hari - b.hari);
+
+  const kpiByAge = new Map<number, DashboardInsightKpiPoint>();
+  for (const row of args.kpis) {
+    const hari = num(row.age);
+    if (hari === null || hari < 0) continue;
+    const iotWeight = positiveNum(row.iot_weight);
+    const weightFromSeries = weightByAge.get(hari)?.actual ?? null;
+    const bobot = iotWeight !== null ? iotWeight : weightFromSeries;
+    const persenHidup = num(row.chicken_life_percentage);
+    const uniformity = weightByAge.get(hari)?.uniformity ?? null;
+    kpiByAge.set(hari, {
+      hari,
+      fcr: positiveNum(row.fcr),
+      eef: positiveNum(row.eef),
+      // chicken_life is DOC − mortality; in-house remaining subtracts harvest.
+      ayam_hidup_ekor: (() => {
+        const life = num(row.chicken_life);
+        if (life == null) return null;
+        return Math.max(0, life - (num(row.harvest_total) ?? 0));
+      })(),
+      mortalitas_kumulatif_persen: mortalitasFromPersenHidup(persenHidup),
+      bobot_avg_gram: bobot,
+      kematian_kumulatif_ekor: num(row.mortality_total),
+      panen_kumulatif_ekor: num(row.harvest_total),
+      // KPI harvest_weight_total is grams; insight tile labels kg.
+      tonase_panen_kg: (() => {
+        const g = num(row.harvest_weight_total);
+        return g == null ? null : g / 1000;
+      })(),
+      uniformity_persen: uniformity,
+      pakan_kumulatif_karung: num(row.feed_total),
+    });
+  }
+
+  const kpiSeries = [...kpiByAge.values()].sort((a, b) => a.hari - b.hari);
+  const latestKpi = kpiSeries.length > 0 ? kpiSeries[kpiSeries.length - 1]! : null;
+  const latestWeight = weightSeries.length > 0 ? weightSeries[weightSeries.length - 1]! : null;
+  const latestWeightMeta = latestWeight != null ? weightByAge.get(latestWeight.hari) : undefined;
+
+  const bobotLatest =
+    latestKpi?.bobot_avg_gram ??
+    (latestWeight?.actual != null && latestWeight.actual > 0 ? latestWeight.actual : null);
+
+  const hari_ke =
+    latestKpi?.hari ??
+    latestWeight?.hari ??
+    (num(args.currentDay) != null && (args.currentDay as number) >= 0
+      ? num(args.currentDay)
+      : null);
+
+  const docIn =
+    num(args.docInCount) != null && (args.docInCount as number) > 0 ? num(args.docInCount) : null;
+
+  return {
+    hari_ke,
+    fcr: latestKpi?.fcr ?? null,
+    eef: latestKpi?.eef ?? null,
+    ayam_hidup_ekor: latestKpi?.ayam_hidup_ekor ?? null,
+    mortalitas_kumulatif_persen: latestKpi?.mortalitas_kumulatif_persen ?? null,
+    bobot_avg_gram: bobotLatest,
+    doc_in_ekor: docIn,
+    kematian_kumulatif_ekor: latestKpi?.kematian_kumulatif_ekor ?? null,
+    panen_kumulatif_ekor: latestKpi?.panen_kumulatif_ekor ?? null,
+    tonase_panen_kg: latestKpi?.tonase_panen_kg ?? null,
+    uniformity_persen: latestKpi?.uniformity_persen ?? latestWeightMeta?.uniformity ?? null,
+    pakan_kumulatif_karung:
+      latestKpi?.pakan_kumulatif_karung ?? num(args.pakanKumulatifFallback) ?? null,
+    weightSeries,
+    kpiSeries,
+  };
+}
+
+/** One IoT day aggregate for end-cycle environment rollups. */
+export type EndCycleIotDayAggregate = {
+  date: string;
+  hari: number | null;
+  avg_temp_C: number | null;
+  avg_humidity_pct: number | null;
+  sample_count: number;
+  hours_temp_below: number;
+  hours_humidity_above: number;
+};
+
+export type EndCycleWeeklySummary = {
+  minggu_ke: number;
+  jumlah_hari_data: number;
+  fcr_rata_rasio: number | null;
+  fcr_akhir_rasio: number | null;
+  bobot_akhir_gram: number | null;
+  pakan_akhir_karung: number | null;
+  mortalitas_kumulatif_persen: number | null;
+  mortalitas_delta_persen: number | null;
+  jam_suhu_di_bawah_standar: number;
+  jam_kelembapan_di_atas_standar: number;
+  jam_amonia_tinggi: number;
+};
+
+export type EndCyclePhaseSummary = {
+  jumlah_minggu: number;
+  mortalitas_delta_persen: number | null;
+  fcr_akhir_rasio: number | null;
+};
+
+export type EndCycleRollups = {
+  weekly_summaries: EndCycleWeeklySummary[];
+  phase_summaries: Partial<Record<'brooding' | 'growth' | 'finisher', EndCyclePhaseSummary>>;
+  mati_ekor: number | null;
+  panen_ekor: number | null;
+  saldo_ekor: number | null;
+  doc_in_ekor: number | null;
+  tren_kpi_harian: DashboardInsightKpiPoint[];
+};
+
+const avg = (values: number[]): number | null =>
+  values.length
+    ? Math.round((values.reduce((a, b) => a + b, 0) / values.length) * 1000) / 1000
+    : null;
+
+/**
+ * Build weekly/phase rollups for end-cycle insight from dashboard KPI series.
+ * Optional IoT day aggregates enrich temperature/humidity out-of-range hours.
+ */
+export function buildEndCycleRollups(
+  metrics: DashboardInsightMetrics,
+  iotDays: EndCycleIotDayAggregate[] = []
+): EndCycleRollups {
+  const byWeek = new Map<number, DashboardInsightKpiPoint[]>();
+  for (const row of metrics.kpiSeries) {
+    if (!row.hari || row.hari <= 0) continue;
+    const week = Math.max(1, Math.ceil(row.hari / 7));
+    const list = byWeek.get(week) ?? [];
+    list.push(row);
+    byWeek.set(week, list);
+  }
+
+  const iotByWeek = new Map<number, EndCycleIotDayAggregate[]>();
+  for (const day of iotDays) {
+    const hari = day.hari;
+    if (hari == null || hari <= 0) continue;
+    const week = Math.max(1, Math.ceil(hari / 7));
+    const list = iotByWeek.get(week) ?? [];
+    list.push(day);
+    iotByWeek.set(week, list);
+  }
+
+  const weekly_summaries: EndCycleWeeklySummary[] = [];
+  let prevMort: number | null = null;
+  for (const week of [...byWeek.keys()].sort((a, b) => a - b)) {
+    const rows = [...(byWeek.get(week) ?? [])].sort((a, b) => a.hari - b.hari);
+    const fcrs = rows.map((r) => r.fcr).filter((v): v is number => v != null);
+    const bws = rows.map((r) => r.bobot_avg_gram).filter((v): v is number => v != null);
+    const feeds = rows.map((r) => r.pakan_kumulatif_karung).filter((v): v is number => v != null);
+    const morts = rows
+      .map((r) => r.mortalitas_kumulatif_persen)
+      .filter((v): v is number => v != null);
+    const mortEnd = morts.length ? morts[morts.length - 1]! : null;
+    const mortDelta =
+      mortEnd == null ? null : Math.round((mortEnd - (prevMort ?? 0)) * 1000) / 1000;
+    if (mortEnd != null) prevMort = mortEnd;
+
+    const iotRows = iotByWeek.get(week) ?? [];
+    weekly_summaries.push({
+      minggu_ke: week,
+      jumlah_hari_data: rows.length,
+      fcr_rata_rasio: avg(fcrs),
+      fcr_akhir_rasio: fcrs.length ? fcrs[fcrs.length - 1]! : null,
+      bobot_akhir_gram: bws.length ? bws[bws.length - 1]! : null,
+      pakan_akhir_karung: feeds.length ? feeds[feeds.length - 1]! : null,
+      mortalitas_kumulatif_persen: mortEnd,
+      mortalitas_delta_persen: mortDelta,
+      jam_suhu_di_bawah_standar: iotRows.reduce((s, d) => s + (d.hours_temp_below || 0), 0),
+      jam_kelembapan_di_atas_standar: iotRows.reduce(
+        (s, d) => s + (d.hours_humidity_above || 0),
+        0
+      ),
+      jam_amonia_tinggi: 0,
+    });
+  }
+
+  const phase_summaries: EndCycleRollups['phase_summaries'] = {};
+  const bucket = (phase: 'brooding' | 'growth' | 'finisher', weeks: number[]) => {
+    const rows = weekly_summaries.filter((w) => weeks.includes(w.minggu_ke));
+    if (!rows.length) return;
+    const deltas = rows.map((r) => r.mortalitas_delta_persen).filter((v): v is number => v != null);
+    phase_summaries[phase] = {
+      jumlah_minggu: rows.length,
+      mortalitas_delta_persen: deltas.length
+        ? Math.round(deltas.reduce((a, b) => a + b, 0) * 1000) / 1000
+        : null,
+      fcr_akhir_rasio: rows[rows.length - 1]?.fcr_akhir_rasio ?? null,
+    };
+  };
+  bucket('brooding', [1, 2]);
+  bucket('growth', [3, 4]);
+  bucket(
+    'finisher',
+    weekly_summaries.map((w) => w.minggu_ke).filter((w) => w >= 5)
+  );
+
+  return {
+    weekly_summaries,
+    phase_summaries,
+    mati_ekor: metrics.kematian_kumulatif_ekor,
+    panen_ekor: metrics.panen_kumulatif_ekor,
+    saldo_ekor: metrics.ayam_hidup_ekor,
+    doc_in_ekor: metrics.doc_in_ekor,
+    tren_kpi_harian: metrics.kpiSeries,
+  };
+}
+
+/**
+ * Aggregate raw panel-iot readings into per-day env summaries with OOR hours.
+ * `hari` is derived from cycle start when possible.
+ */
+export function buildIotDayAggregates(args: {
+  rows: Array<{
+    date: string;
+    timestamp?: string | null;
+    average_temperature?: number | null;
+    humidity?: number | null;
+  }>;
+  cycleStartDate?: string | null;
+  getTempTarget: (hari: number) => number | null;
+  humidityMax?: number;
+}): EndCycleIotDayAggregate[] {
+  const humidityMax = args.humidityMax ?? 70;
+  const byDate = new Map<
+    string,
+    { temps: number[]; hums: number[]; below: number; above: number }
+  >();
+
+  for (const row of args.rows) {
+    const date = row.date;
+    if (!date) continue;
+    const bucket = byDate.get(date) ?? { temps: [], hums: [], below: 0, above: 0 };
+    const temp = num(row.average_temperature);
+    const hum = num(row.humidity);
+    let hari: number | null = null;
+    if (args.cycleStartDate) {
+      const start = new Date(`${args.cycleStartDate}T00:00:00`);
+      const cur = new Date(`${date}T00:00:00`);
+      if (!Number.isNaN(start.getTime()) && !Number.isNaN(cur.getTime())) {
+        hari = Math.floor((cur.getTime() - start.getTime()) / 86400000) + 1;
+      }
+    }
+    if (temp != null) {
+      bucket.temps.push(temp);
+      const target = hari != null ? args.getTempTarget(hari) : null;
+      if (target != null && temp < target - 3) {
+        // Treat each sample as ~1 hour contribution when dense; else count as 1.
+        bucket.below += 1;
+      }
+    }
+    if (hum != null) {
+      bucket.hums.push(hum);
+      if (hum > humidityMax) bucket.above += 1;
+    }
+    byDate.set(date, bucket);
+  }
+
+  const out: EndCycleIotDayAggregate[] = [];
+  for (const [date, bucket] of [...byDate.entries()].sort(([a], [b]) => a.localeCompare(b))) {
+    let hari: number | null = null;
+    if (args.cycleStartDate) {
+      const start = new Date(`${args.cycleStartDate}T00:00:00`);
+      const cur = new Date(`${date}T00:00:00`);
+      if (!Number.isNaN(start.getTime()) && !Number.isNaN(cur.getTime())) {
+        hari = Math.floor((cur.getTime() - start.getTime()) / 86400000) + 1;
+      }
+    }
+    out.push({
+      date,
+      hari,
+      avg_temp_C: avg(bucket.temps),
+      avg_humidity_pct: avg(bucket.hums),
+      sample_count: bucket.temps.length || bucket.hums.length,
+      hours_temp_below: bucket.below,
+      hours_humidity_above: bucket.above,
+    });
+  }
+  return out;
+}
+
+/**
+ * Scope display metrics to a selected cycle day.
+ * Weight chart keeps rows with `hari <= upToDay`.
+ * Tile scalars use the KPI snapshot at exactly that day — never a newer day's values.
+ */
+export function scopeDashboardInsightMetrics(
+  metrics: DashboardInsightMetrics,
+  upToDay: number | null
+): DashboardInsightMetrics {
+  if (upToDay === null || !Number.isFinite(upToDay) || upToDay < 0) {
+    return metrics;
+  }
+
+  const weightSeries = metrics.weightSeries.filter((row) => row.hari <= upToDay);
+  const kpiSeries = metrics.kpiSeries.filter((row) => row.hari <= upToDay);
+  const exact = metrics.kpiSeries.find((row) => row.hari === upToDay) ?? null;
+  const weightAtDay = weightSeries.find((row) => row.hari === upToDay) ?? null;
+
+  return {
+    hari_ke: upToDay,
+    fcr: exact?.fcr ?? null,
+    eef: exact?.eef ?? null,
+    ayam_hidup_ekor: exact?.ayam_hidup_ekor ?? null,
+    mortalitas_kumulatif_persen: exact?.mortalitas_kumulatif_persen ?? null,
+    bobot_avg_gram: exact?.bobot_avg_gram ?? weightAtDay?.actual ?? null,
+    doc_in_ekor: metrics.doc_in_ekor,
+    kematian_kumulatif_ekor: exact?.kematian_kumulatif_ekor ?? null,
+    panen_kumulatif_ekor: exact?.panen_kumulatif_ekor ?? null,
+    tonase_panen_kg: exact?.tonase_panen_kg ?? null,
+    uniformity_persen: exact?.uniformity_persen ?? null,
+    pakan_kumulatif_karung: exact?.pakan_kumulatif_karung ?? null,
+    weightSeries,
+    kpiSeries,
+  };
+}

utils/insightHelpers.ts

@@ -0,0 +1,201 @@
+import { cobbStandardPerformance } from '../mockData/cobbStandard.ts';
+
+/**
+ * Analyze trend of numerical data over a window
+ * @param data Array of numerical values
+ * @param windowSize Number of recent data points to analyze
+ * @returns Trend description in Indonesian
+ */
+export function analyzeTrend(data: number[], windowSize = 7): string {
+  if (!data || data.length < 2) {
+    return 'tidak cukup data';
+  }
+
+  // Filter out invalid values (null, undefined, NaN, 0)
+  const validData = data.filter((val) => val != null && !isNaN(val) && val !== 0);
+
+  if (validData.length < 2) {
+    return 'tidak cukup data';
+  }
+
+  // Take last N values
+  const recentData = validData.slice(-Math.min(windowSize, validData.length));
+
+  if (recentData.length < 2) {
+    return 'tidak cukup data';
+  }
+
+  // Calculate simple linear regression slope
+  const n = recentData.length;
+  const xMean = (n - 1) / 2; // Mean of indices 0, 1, 2, ..., n-1
+  const yMean = recentData.reduce((sum, val) => sum + val, 0) / n;
+
+  let numerator = 0;
+  let denominator = 0;
+
+  for (let i = 0; i < n; i++) {
+    numerator += (i - xMean) * ((recentData[i] ?? 0) - yMean);
+    denominator += Math.pow(i - xMean, 2);
+  }
+
+  const slope = denominator !== 0 ? numerator / denominator : 0;
+
+  // Calculate relative slope (as percentage of mean)
+  const relativeSlope = yMean !== 0 ? (slope / yMean) * 100 : 0;
+
+  // Determine trend based on relative slope
+  // Threshold: >2% = increasing, <-2% = decreasing, else stable
+  if (relativeSlope > 2) {
+    return 'meningkat';
+  } else if (relativeSlope < -2) {
+    return 'menurun';
+  } else {
+    return 'stabil';
+  }
+}
+
+/**
+ * Get cycle phase based on day of cycle
+ * @param day Current day of cycle (1-based)
+ * @returns Phase name
+ */
+export function getCyclePhase(day: number): string {
+  if (day <= 14) {
+    return 'Brooding';
+  } else if (day <= 28) {
+    return 'Growth';
+  } else {
+    return 'Finisher';
+  }
+}
+
+/**
+ * Get Cobb standard performance metrics for a given day
+ * @param day Day of cycle (1-based)
+ * @returns Object with FCR and weight, or null if not available
+ */
+export function getCobbStandardForDay(day: number): { fcr: number; weight: number } | null {
+  const standard = cobbStandardPerformance.find((entry) => entry.day === day);
+  if (standard) {
+    return {
+      fcr: standard.fcr,
+      // Weight targets live in page builders / CP707 knowledge; FCR row has no weight column here.
+      weight: 0,
+    };
+  }
+  return null;
+}
+
+/**
+ * Calculate deviation between actual and target values
+ * @param actual Actual value
+ * @param target Target value
+ * @returns Object with absolute and percentage deviation
+ */
+export function calculateDeviation(
+  actual: number,
+  target: number
+): { absolute: number; percent: number } {
+  const absolute = actual - target;
+  const percent = target !== 0 ? (absolute / target) * 100 : 0;
+  return { absolute, percent };
+}
+
+/**
+ * Determine environmental status based on readings and cycle phase
+ * @param temp Temperature in Celsius
+ * @param humidity Humidity percentage
+ * @param ammonia Ammonia in ppm
+ * @param day Current day of cycle
+ * @returns Status description in Indonesian
+ */
+export function getEnvironmentalStatus(
+  temp: number,
+  humidity: number,
+  ammonia: number,
+  day: number
+): string {
+  const issues: string[] = [];
+
+  // Age-appropriate temperature ranges
+  // Younger chicks need warmer temperatures
+  let optimalTempMin: number;
+  let optimalTempMax: number;
+
+  if (day <= 7) {
+    optimalTempMin = 32;
+    optimalTempMax = 35;
+  } else if (day <= 14) {
+    optimalTempMin = 30;
+    optimalTempMax = 32;
+  } else if (day <= 21) {
+    optimalTempMin = 28;
+    optimalTempMax = 30;
+  } else {
+    optimalTempMin = 26;
+    optimalTempMax = 28;
+  }
+
+  // Check temperature
+  if (temp < optimalTempMin) {
+    issues.push('suhu terlalu rendah');
+  } else if (temp > optimalTempMax) {
+    issues.push('suhu terlalu tinggi');
+  }
+
+  // Check humidity (optimal: 50-70%)
+  if (humidity < 50) {
+    issues.push('kelembapan rendah');
+  } else if (humidity > 70) {
+    issues.push('kelembapan tinggi');
+  }
+
+  // Check ammonia (safe: <25ppm, warning: 25-50ppm, critical: >50ppm)
+  if (ammonia > 50) {
+    issues.push('amonia kritis');
+  } else if (ammonia > 25) {
+    issues.push('amonia tinggi');
+  }
+
+  if (issues.length === 0) {
+    return 'optimal';
+  } else if (issues.length === 1) {
+    return issues[0] ?? 'optimal';
+  } else {
+    return issues.join(', ');
+  }
+}
+
+/**
+ * Analyze feed consumption trend
+ * @param feedHistory Array of daily feed consumption (in sacks)
+ * @param _currentDay Current day of cycle (reserved for future use)
+ * @returns Trend description in Indonesian
+ */
+export function analyzeFeedTrend(feedHistory: number[], _currentDay: number): string {
+  if (!feedHistory || feedHistory.length < 3) {
+    return 'tidak cukup data';
+  }
+
+  // Get last 7 days of feed data
+  const recentFeed = feedHistory.slice(-7);
+
+  // Rough expectation: feed consumption should increase gradually as chickens grow
+  // Early days: 0.5-1 sack/1000 birds/day
+  // Mid cycle: 1-2 sacks/1000 birds/day
+  // Late cycle: 2-3 sacks/1000 birds/day
+
+  // This is a simplified heuristic - in real deployment, this would be calibrated
+  // based on actual farm data and population size
+
+  // For now, just analyze if consumption is increasing (expected as birds grow)
+  const trend = analyzeTrend(recentFeed, 7);
+
+  if (trend === 'meningkat') {
+    return 'sesuai pertumbuhan';
+  } else if (trend === 'menurun') {
+    return 'menurun (perlu perhatian)';
+  } else {
+    return 'stabil';
+  }
+}

utils/insightParse.ts

@@ -0,0 +1,156 @@
+/**
+ * Turns whatever JSON the local model returns into {summary, insight}.
+ *
+ * The models routinely invent their own field names — `tren_mortalitas_harian`,
+ * `dampak_populasi`, `rekomendasi_tindakan` instead of `kesimpulan`/`insight`.
+ * The old per-page parser answered that by substituting a cheerful default
+ * ("Analisis operasional kandang terpantau dengan baik."), which could mask a
+ * report of total flock loss, and the counting page answered it by discarding
+ * the response outright.
+ *
+ * Rule here: never invent reassuring text, and never silently drop content. Any
+ * field the model produced is folded into the output; only a response with no
+ * usable text at all returns null, so the UI can show a real error instead.
+ */
+
+export interface AiResult {
+  summary: string;
+  insight: string;
+}
+
+/** Field names seen standing in for the conclusion. */
+const KESIMPULAN_KEYS = [
+  'kesimpulan',
+  'kesimpulan_analisis',
+  'ringkasan',
+  'headline',
+  'summary',
+  'conclusion',
+];
+
+/** Field names seen standing in for the recommendation. */
+const INSIGHT_KEYS = [
+  'insight',
+  'insights',
+  'rekomendasi',
+  'rekomendasi_tindakan',
+  'tindakan',
+  'saran',
+  'actions',
+  'recommendations',
+];
+
+const isPlainObject = (value: unknown): value is Record<string, unknown> =>
+  typeof value === 'object' && value !== null && !Array.isArray(value);
+
+/** Turns a leftover field name into a readable label: `tren_mortalitas_harian` -> `Tren mortalitas harian`. */
+const humanizeKey = (key: string) => {
+  const spaced = key.replace(/[_-]+/g, ' ').replace(/([a-z])([A-Z])/g, '$1 $2');
+  return spaced.charAt(0).toUpperCase() + spaced.slice(1);
+};
+
+/** Flattens any value into readable plain text. Arrays become bullet lines. */
+const renderValue = (value: unknown, depth = 0): string => {
+  if (value === null || value === undefined) return '';
+  if (typeof value === 'string') return value.trim();
+  if (typeof value === 'number' || typeof value === 'boolean') return String(value);
+
+  if (Array.isArray(value)) {
+    return value
+      .map((item) => renderValue(item, depth + 1))
+      .filter((item) => item.length > 0)
+      .map((item) => (depth === 0 ? `• ${item}` : item))
+      .join('\n');
+  }
+
+  if (isPlainObject(value)) {
+    return Object.entries(value)
+      .map(([key, nested]) => {
+        const rendered = renderValue(nested, depth + 1);
+        return rendered ? `${humanizeKey(key)}: ${rendered}` : '';
+      })
+      .filter((line) => line.length > 0)
+      .join('\n');
+  }
+
+  return '';
+};
+
+const takeFirst = (source: Record<string, unknown>, keys: string[]) => {
+  for (const key of keys) {
+    if (key in source) {
+      const rendered = renderValue(source[key]);
+      if (rendered) return { key, text: rendered };
+    }
+  }
+  return null;
+};
+
+/** Strips think-tags, code fences, comments and trailing commas, then isolates the JSON object. */
+const extractJsonObject = (text: string): string | null => {
+  const cleaned = text
+    .replace(/<think>[\s\S]*?<\/think>/gi, '')
+    .replace(/^```(?:json)?\s*/i, '')
+    .replace(/\s*```\s*$/, '')
+    .replace(/\/\/.*/g, '')
+    .replace(/\/\*[\s\S]*?\*\//g, '')
+    .replace(/,\s*([}\]])/g, '$1')
+    .trim();
+
+  const first = cleaned.indexOf('{');
+  const last = cleaned.lastIndexOf('}');
+  if (first === -1 || last === -1 || last <= first) return null;
+  return cleaned.slice(first, last + 1);
+};
+
+export const parseAiResult = (text: string): AiResult | null => {
+  if (!text || typeof text !== 'string') return null;
+
+  const candidate = extractJsonObject(text);
+  if (!candidate) return null;
+
+  let parsed: unknown;
+  try {
+    parsed = JSON.parse(candidate);
+  } catch {
+    return null;
+  }
+  if (!isPlainObject(parsed)) return null;
+
+  const used = new Set<string>();
+
+  const kesimpulanHit = takeFirst(parsed, KESIMPULAN_KEYS);
+  if (kesimpulanHit) used.add(kesimpulanHit.key);
+
+  const insightHit = takeFirst(parsed, INSIGHT_KEYS);
+  if (insightHit) used.add(insightHit.key);
+
+  // Anything the model invented a name for still carries its analysis, so it is
+  // appended under a readable label rather than thrown away.
+  const leftovers = Object.entries(parsed)
+    .filter(([key]) => !used.has(key))
+    .map(([key, value]) => {
+      const rendered = renderValue(value);
+      return rendered ? `${humanizeKey(key)}: ${rendered}` : '';
+    })
+    .filter((line) => line.length > 0);
+
+  let kesimpulan = kesimpulanHit?.text ?? '';
+  let insight = insightHit?.text ?? '';
+
+  if (!kesimpulan && leftovers.length > 0) {
+    // Promote the first salvaged field to the conclusion so the card is never
+    // headed by a generic sentence the model never wrote.
+    kesimpulan = leftovers.shift() as string;
+  }
+  if (leftovers.length > 0) {
+    insight = [insight, ...leftovers].filter(Boolean).join('\n\n');
+  }
+
+  if (!kesimpulan && !insight) return null;
+
+  return {
+    summary: kesimpulan || 'Model tidak mengembalikan ringkasan eksplisit.',
+    insight: insight || 'Model tidak mengembalikan rekomendasi eksplisit.',
+  };
+};

utils/insightScope.ts

@@ -0,0 +1,277 @@
+/**
+ * Narrows a per-page insight's context data down to the period the user picked.
+ *
+ * The per-page AI Insight used to send the whole cycle to the model no matter
+ * which timeframe was selected, and only changed a label in the prompt — so
+ * "Harian" and "Mingguan" produced near-identical answers. This trims the data
+ * itself, which is the only thing the model actually reads.
+ */
+
+export type InsightTimeframe = 'harian' | 'mingguan';
+
+/**
+ * Rows of a day-indexed history carry a day number and/or a date.
+ *
+ * Pages are inconsistent about the field name: the dashboard builds `day`/`date`
+ * while the FCR and EEF pages build `hari`/`tanggal`. Recognising only the
+ * English spelling meant those two pages' histories were never sliced at all —
+ * their timeframe selector changed nothing.
+ */
+type DayRow = Record<string, unknown> & {
+  day?: unknown;
+  hari?: unknown;
+  date?: unknown;
+  tanggal?: unknown;
+};
+
+const DAY_KEYS = ['day', 'hari'] as const;
+const DATE_KEYS = ['date', 'tanggal'] as const;
+
+const isPlainObject = (value: unknown): value is Record<string, unknown> =>
+  typeof value === 'object' && value !== null && !Array.isArray(value);
+
+const dayOf = (row: DayRow): number | null => {
+  for (const key of DAY_KEYS) {
+    const value = row[key];
+    if (typeof value === 'number' && Number.isFinite(value)) return value;
+  }
+  return null;
+};
+
+const hasDateField = (row: DayRow): boolean =>
+  DATE_KEYS.some((key) => typeof row[key] === 'string');
+
+/**
+ * A history indexed by time, as opposed to a snapshot list (cameras, devices,
+ * coops) that has no time dimension. Only the former may be sliced by period —
+ * trimming a device list to "today" would silently hide devices.
+ */
+const isDayIndexedArray = (value: unknown[]): value is DayRow[] =>
+  value.length > 0 &&
+  value.every(
+    (item) =>
+      isPlainObject(item) && (dayOf(item as DayRow) !== null || hasDateField(item as DayRow))
+  );
+
+const sliceHistory = (
+  rows: DayRow[],
+  timeframe: InsightTimeframe,
+  selectedDay: number | null = null
+): DayRow[] => {
+  const days = rows.map(dayOf).filter((day): day is number => day !== null);
+
+  if (timeframe === 'harian') {
+    if (days.length > 0) {
+      // Picking a day means "the cycle so far, up to that day" — day 0 through
+      // day N — not that day in isolation. A single row shows no trend and
+      // cannot support a cumulative figure like mortality-to-date.
+      if (selectedDay !== null)
+        return rows.filter((row) => (dayOf(row) ?? Infinity) <= selectedDay);
+      return rows.filter((row) => dayOf(row) === Math.max(...days));
+    }
+    // Date-only history: the array position is the only ordering we have.
+    if (selectedDay !== null) return rows.slice(0, selectedDay + 1);
+    return rows.slice(-1);
+  }
+
+  if (days.length > 0) {
+    const latestDay = Math.max(...days);
+    // The 7-day window ending today, matched on each row's own `day` so gaps in
+    // the data do not shift the window.
+    return rows.filter((row) => {
+      const day = dayOf(row);
+      return day !== null && day > latestDay - 7 && day <= latestDay;
+    });
+  }
+  return rows.slice(-7);
+};
+
+/**
+ * Returns a copy of `contextData` where every day-indexed history is trimmed to
+ * `timeframe`. Snapshot lists, scalars, and nested objects are preserved.
+ */
+export const scopeContextToTimeframe = <T>(
+  contextData: T,
+  timeframe: InsightTimeframe,
+  selectedDay: number | null = null
+): T => {
+  if (Array.isArray(contextData)) {
+    const scoped = isDayIndexedArray(contextData)
+      ? sliceHistory(contextData as DayRow[], timeframe, selectedDay)
+      : contextData;
+    return scoped.map((item) =>
+      scopeContextToTimeframe(item, timeframe, selectedDay)
+    ) as unknown as T;
+  }
+
+  if (isPlainObject(contextData)) {
+    const scoped: Record<string, unknown> = {};
+    for (const [key, value] of Object.entries(contextData)) {
+      scoped[key] = scopeContextToTimeframe(value, timeframe, selectedDay);
+    }
+    return scoped as unknown as T;
+  }
+
+  return contextData;
+};
+
+export const UNAVAILABLE = 'tidak tersedia';
+
+/**
+ * How one page's summary scalars relate to its day-indexed history.
+ *
+ * `derive` maps an OUTPUT key — which must carry its unit, e.g.
+ * `bobotRataRata_gram` — to the history field it is computed from and how to
+ * aggregate it across the window. `drop` lists the original unitless keys the
+ * derived ones replace; leaving them in would hand the model both the stale
+ * figure and the period one and let it pick. `unavailable` names scalars with
+ * no day-indexed source at all: they are marked rather than left showing a
+ * value from a different period.
+ */
+export type ScalarScopeSpec = {
+  historyKey: string;
+  /**
+   * `replaces` names the original key this derived value stands in for. The
+   * prompt drops the original, but the card's summary grid still renders it —
+   * without the link the grid kept showing cycle-to-date figures beside a
+   * narrative scoped to one period, which reads as the toggle doing nothing.
+   */
+  derive: Record<
+    string,
+    {
+      field: string;
+      /**
+       * `last` takes the final row verbatim. `lastValid` walks backwards past
+       * zeros — use it for readings where 0 means "the sensor sent nothing",
+       * not "the measurement was zero". The IoT scale stopped reporting at day
+       * 38 and has written 0 every day since, so `last` handed the card
+       * "Rata-rata Bobot 0 kg" while the page beside it showed the real figure.
+       */
+      agg: 'mean' | 'sum' | 'last' | 'lastValid';
+      replaces?: string;
+      /**
+       * What to write when the window holds no usable reading. The default is
+       * `UNAVAILABLE`, which is right for figures a missing day says nothing
+       * about. Set `0` for the ones the supervisor wants reported as a plain
+       * zero instead — a day with no weighing (day 48) has to render "0 g",
+       * not a blank, because a blank read as a broken card.
+       */
+      emptyAs?: 0;
+    }
+  >;
+  drop?: string[];
+  unavailable?: string[];
+};
+
+const round2 = (value: number) => Math.round(value * 100) / 100;
+
+const aggregate = (rows: DayRow[], field: string, agg: 'mean' | 'sum' | 'last' | 'lastValid') => {
+  const values = rows
+    .map((row) => row[field])
+    .filter((value): value is number => typeof value === 'number' && Number.isFinite(value));
+  if (values.length === 0) return null;
+  if (agg === 'lastValid') {
+    // Mirrors `getLatestValid` on the FCR/EEF pages, so the insight card and
+    // the page it sits on cannot report different numbers. All-zero means the
+    // reading is missing, which has to surface as "tidak tersedia" rather than
+    // a confident 0.
+    for (let i = values.length - 1; i >= 0; i--) {
+      const value = values[i];
+      if (value !== undefined && value !== 0) return value;
+    }
+    return null;
+  }
+  if (agg === 'last') return values[values.length - 1] ?? null;
+  const total = values.reduce((sum, value) => sum + value, 0);
+  return round2(agg === 'sum' ? total : total / values.length);
+};
+
+/**
+ * Bring a per-page context's scalars into the same period as its history.
+ *
+ * Slicing the history alone is not enough: a "Mingguan" payload whose chart
+ * covers days 42-48 while `averageWeight` still holds the day-48 figure lets
+ * the model quote either, which is the exact contradiction already fixed on the
+ * dashboard. Run this AFTER `scopeContextToTimeframe`, on the sliced context.
+ */
+export const scopeScalarsToTimeframe = (
+  scopedContext: Record<string, unknown>,
+  timeframe: InsightTimeframe,
+  spec: ScalarScopeSpec,
+  selectedDay: number | null = null
+): Record<string, unknown> => {
+  const history = scopedContext[spec.historyKey];
+  if (!Array.isArray(history)) return scopedContext;
+  const rows = history as DayRow[];
+
+  const out: Record<string, unknown> = { ...scopedContext };
+  for (const key of spec.drop ?? []) delete out[key];
+
+  const days = rows.map(dayOf).filter((day): day is number => day !== null);
+  // Harian = cumulative from cycle start (hari ke-0), matching dashboard reports.
+  // Do not label from the first day that happens to have a row (e.g. "2 s/d 8").
+  let label: string;
+  if (days.length === 0) {
+    label = UNAVAILABLE;
+  } else if (timeframe === 'harian') {
+    const endDay = selectedDay ?? Math.max(...days);
+    label =
+      selectedDay === null && Math.min(...days) === Math.max(...days)
+        ? `hari ke-${endDay}`
+        : `hari ke-0 s/d ke-${endDay}`;
+  } else if (Math.min(...days) === Math.max(...days)) {
+    label = `hari ke-${Math.max(...days)}`;
+  } else {
+    label = `hari ke-${Math.min(...days)} s/d ke-${Math.max(...days)}`;
+  }
+
+  for (const [outKey, rule] of Object.entries(spec.derive)) {
+    const value = aggregate(rows, rule.field, rule.agg);
+    const finalValue = value === null ? (rule.emptyAs ?? UNAVAILABLE) : value;
+    out[outKey] = finalValue;
+    if (rule.replaces) out[rule.replaces] = finalValue;
+  }
+  for (const key of spec.unavailable ?? []) out[key] = UNAVAILABLE;
+
+  out.periode = label;
+  // Only the multi-day window needs the "not today" warning; saying it in daily
+  // mode contradicts the label directly above it.
+  // Only a window that is not today needs the "not today" warning; saying it in
+  // a single-day-today report contradicts the label directly above it.
+  const satuHariTerakhir =
+    timeframe === 'harian' && days.length > 0 && Math.min(...days) === Math.max(...days);
+  const bukanHariIni = satuHariTerakhir ? '' : 'BUKAN kondisi hari ini. ';
+  const dataSpan =
+    days.length > 0 && Math.min(...days) > 0
+      ? ` Baris data tersedia mulai hari ke-${Math.min(...days)}.`
+      : '';
+  out.catatan_periode =
+    `Angka ringkas di objek ini dihitung dari periode ${label} (${rows.length} hari data).${dataSpan} ` +
+    `${bukanHariIni}Satuan setiap angka tertulis di akhir nama field ` +
+    `(_gram, _persen, _rasio, _karung, _ekor, _kg) — pakai satuan itu persis. ` +
+    `Field berisi "${UNAVAILABLE}" memang tidak ada datanya: tulis "data tidak tersedia" ` +
+    `dan JANGAN mengarang angkanya.`;
+
+  return out;
+};
+
+/** Human-readable description of the window, for the prompt and the UI. */
+export const describeTimeframe = (
+  timeframe: InsightTimeframe,
+  currentDay?: number | null,
+  selectedDay: number | null = null
+) => {
+  if (timeframe === 'harian') {
+    // Daily now means "the cycle so far", so the label must state the range. A
+    // past end-day must not be described as "hari ini" either — the model
+    // repeats that phrasing back and claims the figures are today's.
+    if (selectedDay !== null) {
+      const ekor = `hari ke-0 s/d ke-${selectedDay} (kumulatif sejak awal siklus)`;
+      return selectedDay === currentDay ? `${ekor}, berakhir hari ini` : `${ekor}, BUKAN hari ini`;
+    }
+    return currentDay ? `Hari ini saja (hari ke-${currentDay})` : 'Hari ini saja (hari terakhir)';
+  }
+  return currentDay
+    ? `7 hari terakhir (hari ke-${Math.max(1, currentDay - 6)} sampai hari ke-${currentDay})`
+    : '7 hari terakhir';
+};

utils/kpiStock.ts

@@ -0,0 +1,10 @@
+/**
+ * KPI.chicken_life = DOC − cumulative mortality (excludes harvest).
+ * Stock akhir (in-house remaining) = chicken_life − harvest_total.
+ */
+export function stockAkhirFromKpi(
+  kpi: { chicken_life?: number | null; harvest_total?: number | null } | null | undefined
+): number | null {
+  if (kpi?.chicken_life == null) return null;
+  return Math.max(0, kpi.chicken_life - (kpi.harvest_total ?? 0));
+}

utils/mortality.ts

@@ -0,0 +1,49 @@
+import type { KpiStatus } from '../components/KpiCard.tsx';
+
+/**
+ * Daily mortality % of DOC thresholds (manager operational rules):
+ * - <= 0.05%: Normal / OK (green)
+ * - > 0.05% and < 0.10%: Warning (yellow)
+ * - >= 0.10%: Critical (red)
+ */
+export const DAILY_MORTALITY_DOC_THRESHOLDS = {
+  warning_pct: 0.05,
+  critical_pct: 0.1,
+} as const;
+
+/**
+ * Calculates daily mortality percentage relative to initial DOC count.
+ */
+export function getDailyMortalityPct(
+  mortalityToday: number | null | undefined,
+  docInCount: number | null | undefined
+): number | null {
+  if (mortalityToday == null || docInCount == null || docInCount <= 0) {
+    return null;
+  }
+  return (mortalityToday / docInCount) * 100;
+}
+
+/**
+ * Evaluates the KPI status for daily mortality based on DOC thresholds.
+ * - 'na' when data is unavailable
+ * - 'critical' when daily mortality >= 0.10%
+ * - 'warning' when daily mortality > 0.05%
+ * - 'ok' when daily mortality <= 0.05%
+ */
+export function getDailyMortalityStatus(
+  mortalityToday: number | null | undefined,
+  docInCount: number | null | undefined
+): KpiStatus {
+  if (mortalityToday == null) return 'na';
+  if (docInCount == null || docInCount <= 0) return 'ok';
+
+  const dailyPct = (mortalityToday / docInCount) * 100;
+  if (dailyPct >= DAILY_MORTALITY_DOC_THRESHOLDS.critical_pct) {
+    return 'critical';
+  }
+  if (dailyPct > DAILY_MORTALITY_DOC_THRESHOLDS.warning_pct) {
+    return 'warning';
+  }
+  return 'ok';
+}