diff --git a/frontend/src/api/market.ts b/frontend/src/api/market.ts
index 4ca12c5..695fea5 100644
--- a/frontend/src/api/market.ts
+++ b/frontend/src/api/market.ts
@@ -1,6 +1,10 @@
 import apiClient from './client';
-import type { MarketRegime } from '../lib/types';
+import type { BacktestReport, MarketRegime } from '../lib/types';
 
 export function getMarketRegime() {
   return apiClient.get<MarketRegime>('market/regime').then((r) => r.data);
 }
+
+export function getBacktestReport() {
+  return apiClient.get<BacktestReport | null>('backtest/report').then((r) => r.data);
+}
diff --git a/frontend/src/components/signals/BacktestPanel.tsx b/frontend/src/components/signals/BacktestPanel.tsx
new file mode 100644
index 0000000..f192ef2
--- /dev/null
+++ b/frontend/src/components/signals/BacktestPanel.tsx
@@ -0,0 +1,208 @@
+import { useMutation, useQueryClient } from '@tanstack/react-query';
+import { useBacktestReport } from '../../hooks/useMarketRegime';
+import { triggerJob } from '../../api/admin';
+import { Button } from '../ui/Button';
+import { Callout } from '../ui/Callout';
+import { Disclosure } from '../ui/Disclosure';
+import { Section } from '../ui/Section';
+import { useToast } from '../ui/Toast';
+import type { BacktestBucket } from '../../lib/types';
+
+function fmtR(v: number | null): string {
+  if (v === null) return '—';
+  return `${v > 0 ? '+' : ''}${v.toFixed(2)}R`;
+}
+function fmtPct(v: number | null): string {
+  return v === null ? '—' : `${v.toFixed(1)}%`;
+}
+function rColor(v: number | null): string {
+  if (v === null) return 'text-gray-400';
+  if (v > 0) return 'text-emerald-400';
+  if (v < 0) return 'text-red-400';
+  return 'text-gray-300';
+}
+
+function timeAgo(iso: string): string {
+  const mins = Math.floor((Date.now() - new Date(iso).getTime()) / 60_000);
+  if (mins < 1) return 'just now';
+  if (mins < 60) return `${mins}m ago`;
+  const hrs = Math.floor(mins / 60);
+  if (hrs < 24) return `${hrs}h ago`;
+  return `${Math.floor(hrs / 24)}d ago`;
+}
+
+function Stat({ label, value, valueClass = 'text-gray-100', sub }: {
+  label: string; value: string; valueClass?: string; sub?: string;
+}) {
+  return (
+    <div className="glass p-4">
+      <p className="section-index">{label}</p>
+      <p className={`num mt-1.5 text-2xl font-semibold ${valueClass}`}>{value}</p>
+      {sub && <p className="mt-1 text-xs text-gray-500">{sub}</p>}
+    </div>
+  );
+}
+
+function BucketRow({ label, b }: { label: string; b: BacktestBucket }) {
+  return (
+    <tr className="border-b border-white/[0.04]">
+      <td className="px-4 py-2.5 font-medium text-gray-200">{label}</td>
+      <td className="num px-4 py-2.5 text-right text-gray-300">{b.total}</td>
+      <td className="num px-4 py-2.5 text-right text-emerald-400">{b.wins}</td>
+      <td className="num px-4 py-2.5 text-right text-red-400">{b.losses}</td>
+      <td className="num px-4 py-2.5 text-right text-gray-400">{b.expired}</td>
+      <td className="num px-4 py-2.5 text-right text-gray-200">{fmtPct(b.hit_rate)}</td>
+      <td className={`num px-4 py-2.5 text-right ${rColor(b.avg_r)}`}>{fmtR(b.avg_r)}</td>
+    </tr>
+  );
+}
+
+export function BacktestPanel() {
+  const { data: report, isLoading } = useBacktestReport();
+  const queryClient = useQueryClient();
+  const toast = useToast();
+
+  const run = useMutation({
+    mutationFn: () => triggerJob('backtest'),
+    onSuccess: (res) => {
+      if (res.status === 'triggered') {
+        toast.addToast('success', 'Backtest started — results appear when it finishes (a minute or two).');
+        setTimeout(() => queryClient.invalidateQueries({ queryKey: ['backtest-report'] }), 8000);
+      } else {
+        toast.addToast('info', res.message || 'Could not start backtest');
+      }
+    },
+    onError: () => toast.addToast('error', 'Failed to start backtest'),
+  });
+
+  return (
+    <Section title="Backtest" hint="historical replay of the current config">
+      <div className="space-y-4">
+        <div className="flex flex-wrap items-start justify-between gap-3">
+          <Disclosure summary="How the backtest works">
+            <p className="text-xs text-gray-400">
+              At each weekly point in history, the setup is rebuilt using only data up to that day
+              (no lookahead), then the actual following ~30 trading days decide its outcome. This
+              shows how the <em>current</em> settings would have performed. Sentiment and
+              fundamentals are held neutral (no point-in-time history), so this calibrates the
+              price / support-resistance / probability machinery. ~6 months of data is roughly one
+              market regime — read it as directional, not a guarantee.
+            </p>
+          </Disclosure>
+          <Button onClick={() => run.mutate()} loading={run.isPending} className="shrink-0">
+            {run.isPending ? 'Starting…' : report ? 'Re-run backtest' : 'Run backtest'}
+          </Button>
+        </div>
+
+        {isLoading && <Callout variant="empty">Loading…</Callout>}
+
+        {!isLoading && !report && (
+          <Callout variant="empty">
+            No backtest yet. Click “Run backtest” (or trigger it in Admin → Jobs) — it replays every
+            ticker over history and takes a minute or two.
+          </Callout>
+        )}
+
+        {report && (
+          <>
+            <p className="text-[11px] text-gray-500">
+              Ran {timeAgo(report.generated_at)} · {report.tickers} tickers · {report.candidates} setups
+              ({report.qualified} qualified) · weekly cadence, {report.params.horizon_days}-day horizon
+            </p>
+
+            <div className="grid gap-3 sm:grid-cols-2 lg:grid-cols-4">
+              <Stat
+                label="Qualified Hit Rate"
+                value={fmtPct(report.overall_qualified.hit_rate)}
+                sub={`${report.overall_qualified.wins}W / ${report.overall_qualified.losses}L`}
+              />
+              <Stat
+                label="Qualified Expectancy"
+                value={fmtR(report.overall_qualified.avg_r)}
+                valueClass={rColor(report.overall_qualified.avg_r)}
+                sub="avg R per qualified setup"
+              />
+              <Stat
+                label="All Setups Expectancy"
+                value={fmtR(report.overall_all.avg_r)}
+                valueClass={rColor(report.overall_all.avg_r)}
+                sub={`${report.overall_all.total} setups · baseline`}
+              />
+              <Stat
+                label="Qualified Total R"
+                value={fmtR(report.overall_qualified.total_r)}
+                valueClass={rColor(report.overall_qualified.total_r)}
+                sub="cumulative, risk-adjusted"
+              />
+            </div>
+
+            <div className="glass overflow-x-auto">
+              <table className="w-full text-sm">
+                <thead>
+                  <tr className="border-b border-white/[0.06] text-left text-xs uppercase tracking-wider text-gray-500">
+                    <th className="px-4 py-2.5">Set</th>
+                    <th className="px-4 py-2.5 text-right">Setups</th>
+                    <th className="px-4 py-2.5 text-right">Wins</th>
+                    <th className="px-4 py-2.5 text-right">Losses</th>
+                    <th className="px-4 py-2.5 text-right">Expired</th>
+                    <th className="px-4 py-2.5 text-right">Hit Rate</th>
+                    <th className="px-4 py-2.5 text-right">Avg R</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  <BucketRow label="Qualified" b={report.overall_qualified} />
+                  <BucketRow label="All" b={report.overall_all} />
+                  {report.by_direction.long && <BucketRow label="Long (qual.)" b={report.by_direction.long} />}
+                  {report.by_direction.short && <BucketRow label="Short (qual.)" b={report.by_direction.short} />}
+                </tbody>
+              </table>
+            </div>
+
+            <div>
+              <p className="mb-2 text-xs font-medium uppercase tracking-widest text-gray-500">
+                Probability calibration
+              </p>
+              <p className="mb-2 text-[11px] text-gray-500">
+                Do targets we call “X% likely” actually hit that often? Realized below predicted =
+                the model is over-confident.
+              </p>
+              {report.calibration.length === 0 ? (
+                <Callout variant="empty">Not enough resolved setups to calibrate.</Callout>
+              ) : (
+                <div className="glass overflow-x-auto">
+                  <table className="w-full text-sm">
+                    <thead>
+                      <tr className="border-b border-white/[0.06] text-left text-xs uppercase tracking-wider text-gray-500">
+                        <th className="px-4 py-2.5">Predicted Bucket</th>
+                        <th className="px-4 py-2.5 text-right">Setups</th>
+                        <th className="px-4 py-2.5 text-right">Avg Predicted</th>
+                        <th className="px-4 py-2.5 text-right">Realized Hit Rate</th>
+                      </tr>
+                    </thead>
+                    <tbody>
+                      {report.calibration.map((row) => {
+                        const over = row.realized_hit_rate < row.predicted_avg;
+                        return (
+                          <tr key={row.bucket} className="border-b border-white/[0.04]">
+                            <td className="px-4 py-2.5 text-gray-200">{row.bucket}</td>
+                            <td className="num px-4 py-2.5 text-right text-gray-300">{row.n}</td>
+                            <td className="num px-4 py-2.5 text-right text-gray-400">{row.predicted_avg.toFixed(0)}%</td>
+                            <td className={`num px-4 py-2.5 text-right font-semibold ${over ? 'text-amber-400' : 'text-emerald-400'}`}>
+                              {row.realized_hit_rate.toFixed(0)}%
+                            </td>
+                          </tr>
+                        );
+                      })}
+                    </tbody>
+                  </table>
+                </div>
+              )}
+            </div>
+
+            <p className="text-[11px] text-gray-600">{report.note}</p>
+          </>
+        )}
+      </div>
+    </Section>
+  );
+}
diff --git a/frontend/src/components/signals/TrackRecordPanel.tsx b/frontend/src/components/signals/TrackRecordPanel.tsx
index cff4ec5..50cdffe 100644
--- a/frontend/src/components/signals/TrackRecordPanel.tsx
+++ b/frontend/src/components/signals/TrackRecordPanel.tsx
@@ -11,6 +11,7 @@ import { Section } from '../ui/Section';
 import { SkeletonCard } from '../ui/Skeleton';
 import { useToast } from '../ui/Toast';
 import { RECOMMENDATION_ACTION_LABELS } from '../../lib/recommendation';
+import { BacktestPanel } from './BacktestPanel';
 import type { OutcomeBucketStats } from '../../lib/types';
 
 function fmtR(value: number | null): string {
@@ -239,6 +240,9 @@ export function TrackRecordPanel() {
           </Section>
         </>
       )}
+
+      <div className="border-t border-white/[0.06] pt-2" />
+      <BacktestPanel />
     </div>
   );
 }
diff --git a/frontend/src/hooks/useMarketRegime.ts b/frontend/src/hooks/useMarketRegime.ts
index 1c00c30..590489b 100644
--- a/frontend/src/hooks/useMarketRegime.ts
+++ b/frontend/src/hooks/useMarketRegime.ts
@@ -8,3 +8,11 @@ export function useMarketRegime() {
     staleTime: 60_000,
   });
 }
+
+export function useBacktestReport() {
+  return useQuery({
+    queryKey: ['backtest-report'],
+    queryFn: () => marketApi.getBacktestReport(),
+    staleTime: 60_000,
+  });
+}
diff --git a/frontend/src/lib/types.ts b/frontend/src/lib/types.ts
index cfbd866..431a405 100644
--- a/frontend/src/lib/types.ts
+++ b/frontend/src/lib/types.ts
@@ -179,6 +179,36 @@ export interface SentimentProviderConfig {
   custom_base_url_providers: string[];
 }
 
+export interface BacktestBucket {
+  total: number;
+  wins: number;
+  losses: number;
+  expired: number;
+  hit_rate: number | null;
+  avg_r: number | null;
+  total_r: number | null;
+}
+
+export interface BacktestCalibrationRow {
+  bucket: string;
+  n: number;
+  predicted_avg: number;
+  realized_hit_rate: number;
+}
+
+export interface BacktestReport {
+  generated_at: string;
+  tickers: number;
+  candidates: number;
+  qualified: number;
+  params: { step_days: number; horizon_days: number; min_lookback: number };
+  overall_qualified: BacktestBucket;
+  overall_all: BacktestBucket;
+  by_direction: Record<string, BacktestBucket>;
+  calibration: BacktestCalibrationRow[];
+  note: string;
+}
+
 export interface MarketRegime {
   label: 'bullish' | 'bearish' | 'neutral' | 'unknown';
   benchmark?: string;
diff --git a/frontend/tsconfig.tsbuildinfo b/frontend/tsconfig.tsbuildinfo
index 4de8f62..dbd1c45 100644
--- a/frontend/tsconfig.tsbuildinfo
+++ b/frontend/tsconfig.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/app.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/activation.ts","./src/api/admin.ts","./src/api/auth.ts","./src/api/client.ts","./src/api/fundamentals.ts","./src/api/health.ts","./src/api/indicators.ts","./src/api/ingestion.ts","./src/api/jobs.ts","./src/api/market.ts","./src/api/ohlcv.ts","./src/api/performance.ts","./src/api/scores.ts","./src/api/sentiment.ts","./src/api/sr-levels.ts","./src/api/tickers.ts","./src/api/trades.ts","./src/api/watchlist.ts","./src/components/admin/activationsettings.tsx","./src/components/admin/alertsettings.tsx","./src/components/admin/datacleanup.tsx","./src/components/admin/jobcontrols.tsx","./src/components/admin/pipelinereadinesspanel.tsx","./src/components/admin/recommendationsettings.tsx","./src/components/admin/sentimentprovidersettings.tsx","./src/components/admin/settingsform.tsx","./src/components/admin/tickermanagement.tsx","./src/components/admin/tickeruniversebootstrap.tsx","./src/components/admin/usertable.tsx","./src/components/auth/protectedroute.tsx","./src/components/charts/candlestickchart.tsx","./src/components/layout/appshell.tsx","./src/components/layout/mobilenav.tsx","./src/components/layout/sidebar.tsx","./src/components/rankings/rankingstable.tsx","./src/components/rankings/weightsform.tsx","./src/components/scanner/tradetable.tsx","./src/components/signals/setupspanel.tsx","./src/components/signals/trackrecordpanel.tsx","./src/components/ticker/dimensionbreakdownpanel.tsx","./src/components/ticker/fundamentalspanel.tsx","./src/components/ticker/indicatorselector.tsx","./src/components/ticker/recommendationpanel.tsx","./src/components/ticker/sroverlay.tsx","./src/components/ticker/sentimentpanel.tsx","./src/components/ui/badge.tsx","./src/components/ui/button.tsx","./src/components/ui/callout.tsx","./src/components/ui/confirmdialog.tsx","./src/components/ui/disclosure.tsx","./src/components/ui/dropdown.tsx","./src/components/ui/field.tsx","./src/components/ui/pageheader.tsx","./src/components/ui/scorecard.tsx","./src/components/ui/section.tsx","./src/components/ui/skeleton.tsx","./src/components/ui/tabs.tsx","./src/components/ui/toast.tsx","./src/components/watchlist/addtickerform.tsx","./src/components/watchlist/watchlisttable.tsx","./src/hooks/useactivation.ts","./src/hooks/useadmin.ts","./src/hooks/useauth.ts","./src/hooks/usefetchsymboldata.ts","./src/hooks/usemarketregime.ts","./src/hooks/useperformance.ts","./src/hooks/userisksettings.ts","./src/hooks/usescores.ts","./src/hooks/usetickerdetail.ts","./src/hooks/usetickers.ts","./src/hooks/usetrades.ts","./src/hooks/usewatchlist.ts","./src/lib/format.ts","./src/lib/ingestionstatus.ts","./src/lib/position.ts","./src/lib/qualification.ts","./src/lib/recommendation.ts","./src/lib/regime.ts","./src/lib/types.ts","./src/pages/adminpage.tsx","./src/pages/dashboardpage.tsx","./src/pages/loginpage.tsx","./src/pages/marketpage.tsx","./src/pages/registerpage.tsx","./src/pages/signalspage.tsx","./src/pages/tickerdetailpage.tsx","./src/stores/authstore.ts"],"version":"5.6.3"}
\ No newline at end of file
+{"root":["./src/app.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/activation.ts","./src/api/admin.ts","./src/api/auth.ts","./src/api/client.ts","./src/api/fundamentals.ts","./src/api/health.ts","./src/api/indicators.ts","./src/api/ingestion.ts","./src/api/jobs.ts","./src/api/market.ts","./src/api/ohlcv.ts","./src/api/performance.ts","./src/api/scores.ts","./src/api/sentiment.ts","./src/api/sr-levels.ts","./src/api/tickers.ts","./src/api/trades.ts","./src/api/watchlist.ts","./src/components/admin/activationsettings.tsx","./src/components/admin/alertsettings.tsx","./src/components/admin/datacleanup.tsx","./src/components/admin/jobcontrols.tsx","./src/components/admin/pipelinereadinesspanel.tsx","./src/components/admin/recommendationsettings.tsx","./src/components/admin/sentimentprovidersettings.tsx","./src/components/admin/settingsform.tsx","./src/components/admin/tickermanagement.tsx","./src/components/admin/tickeruniversebootstrap.tsx","./src/components/admin/usertable.tsx","./src/components/auth/protectedroute.tsx","./src/components/charts/candlestickchart.tsx","./src/components/layout/appshell.tsx","./src/components/layout/mobilenav.tsx","./src/components/layout/sidebar.tsx","./src/components/rankings/rankingstable.tsx","./src/components/rankings/weightsform.tsx","./src/components/scanner/tradetable.tsx","./src/components/signals/backtestpanel.tsx","./src/components/signals/setupspanel.tsx","./src/components/signals/trackrecordpanel.tsx","./src/components/ticker/dimensionbreakdownpanel.tsx","./src/components/ticker/fundamentalspanel.tsx","./src/components/ticker/indicatorselector.tsx","./src/components/ticker/recommendationpanel.tsx","./src/components/ticker/sroverlay.tsx","./src/components/ticker/sentimentpanel.tsx","./src/components/ui/badge.tsx","./src/components/ui/button.tsx","./src/components/ui/callout.tsx","./src/components/ui/confirmdialog.tsx","./src/components/ui/disclosure.tsx","./src/components/ui/dropdown.tsx","./src/components/ui/field.tsx","./src/components/ui/pageheader.tsx","./src/components/ui/scorecard.tsx","./src/components/ui/section.tsx","./src/components/ui/skeleton.tsx","./src/components/ui/tabs.tsx","./src/components/ui/toast.tsx","./src/components/watchlist/addtickerform.tsx","./src/components/watchlist/watchlisttable.tsx","./src/hooks/useactivation.ts","./src/hooks/useadmin.ts","./src/hooks/useauth.ts","./src/hooks/usefetchsymboldata.ts","./src/hooks/usemarketregime.ts","./src/hooks/useperformance.ts","./src/hooks/userisksettings.ts","./src/hooks/usescores.ts","./src/hooks/usetickerdetail.ts","./src/hooks/usetickers.ts","./src/hooks/usetrades.ts","./src/hooks/usewatchlist.ts","./src/lib/format.ts","./src/lib/ingestionstatus.ts","./src/lib/position.ts","./src/lib/qualification.ts","./src/lib/recommendation.ts","./src/lib/regime.ts","./src/lib/types.ts","./src/pages/adminpage.tsx","./src/pages/dashboardpage.tsx","./src/pages/loginpage.tsx","./src/pages/marketpage.tsx","./src/pages/registerpage.tsx","./src/pages/signalspage.tsx","./src/pages/tickerdetailpage.tsx","./src/stores/authstore.ts"],"version":"5.6.3"}
\ No newline at end of file