diff --git a/dashboard-next/src/app/page.tsx b/dashboard-next/src/app/page.tsx
index c0f345d..a743b07 100644
--- a/dashboard-next/src/app/page.tsx
+++ b/dashboard-next/src/app/page.tsx
@@ -13,6 +13,7 @@ import { PositionsPanel } from "@/components/positions-panel";
 import { OBIDetail } from "@/components/obi-detail";
 import OrderBookDepthMap from "@/components/orderbook-depth-map";
 import L2Terminal from "@/components/L2Terminal";
+import QuantReport from "@/components/QuantReport";
 import { useLiveMetrics, usePaperMetrics, fetchHistorical, fetchBacktestDetail, recalcBacktest } from "@/lib/api";
 import type { Strategy, BacktestSummary, BacktestFull, Trade, Position, Order } from "@/lib/types";
 
@@ -102,7 +103,7 @@ export default function Dashboard() {
 
   if (detailOpen) {
     return (
-      <div className="min-h-screen bg-background">
+      <div className="min-h-screen bg-[#f8f9fb]">
         <header className="sticky top-0 z-50 border-b border-border bg-background/80 backdrop-blur-xl">
           <div className="flex items-center justify-between px-6 py-3 max-w-[1440px] mx-auto">
             <div className="flex items-center gap-4">
@@ -277,7 +278,16 @@ export default function Dashboard() {
               <p className="text-xs text-muted-foreground text-center py-12">No trades recorded yet</p>
             )}
           </div>
-          {/* Live L2 Order Book + Trade Tape (all strategies, live tab only) */}
+
+          {/* QF-Lib Quant Report — Hallmark Cobalt inline */}
+          <div className="mt-6 border-t border-[#e0e4ec] pt-4">
+            <QuantReport
+              strategyName={detailName}
+              backtestId={historical[detailName]?.name || `${detailName.replace(/\s+/g, "_").toLowerCase()}.json`}
+            />
+          </div>
+
+          {/* Live L2 Order Book + Trade Tape */}
           {detailTab === "live" && (
             <div className="mt-6">
               <OrderBookDepthMap coin="BTC" height={480} topRatio={0.55} />
@@ -292,7 +302,7 @@ export default function Dashboard() {
   }
 
   return (
-    <div className="min-h-screen bg-background">
+    <div className="min-h-screen bg-[#f8f9fb]">
       {/* Header — Hallmark Cobalt */}
       <header className="sticky top-0 z-50 border-b border-[#e0e4ec] bg-[#f8f9fb]/95 backdrop-blur-sm">
         <div className="flex items-center justify-between px-6 h-12 max-w-[1440px] mx-auto">
diff --git a/dashboard/server.py b/dashboard/server.py
index 212a4e4..90532b8 100644
--- a/dashboard/server.py
+++ b/dashboard/server.py
@@ -441,40 +441,46 @@ app.mount("/static", StaticFiles(directory=str(STATIC_DIR)), name="static")
 @app.get("/api/quant-report/{name}")
 async def get_quant_report(name: str):
     """Compute full QF-Lib quant report from a backtest file.
-    Accepts either an exact filename or a strategy-name prefix.
+    Accepts strategy name and auto-maps to filename prefix.
     """
+    # Strategy name → file prefix mapping
+    NAME_MAP = {
+        "order book imbalance": "ofi",
+        "avellaneda-stoikov": "avellaneda",
+        "funding rate arb": "funding_arb",
+        "iceberg detection": "iceberg",
+        "momentum breakout": "momentum",
+        "mean reversion": "mean_rev",
+        "kalman pairs": "kalman_pairs",
+        "pairs trading": "pairs",
+    }
+    
+    name_lower = name.lower()
+    prefix = NAME_MAP.get(name_lower, name_lower.replace(" ", "_"))
+    
     # Build candidate paths
     candidates = []
     exact_path = os.path.join(BACKTEST_DIR, name)
     hist_exact = os.path.join(HISTORICAL_DIR, name)
     candidates.extend([exact_path, hist_exact])
     
-    # Try exact match first
+    # Try exact match
     for path in candidates:
         if os.path.exists(path):
             backtest_path = path
             break
     else:
-        # Fuzzy match: look for files containing the name
+        # Fuzzy match: find files starting with the mapped prefix
+        fuzzy = []
         for d in [BACKTEST_DIR, HISTORICAL_DIR]:
             if not os.path.exists(d): continue
             for f in os.listdir(d):
-                # Match: name is a substring of filename (case insensitive)
-                name_clean = name.lower().replace(" ", "_").replace(".json", "")
                 f_clean = f.lower()
-                if name_clean in f_clean or f_clean.startswith(name_clean):
-                    candidates.append(os.path.join(d, f))
-        if not candidates:
-            # Try partial match on strategy name
-            for d in [BACKTEST_DIR, HISTORICAL_DIR]:
-                if not os.path.exists(d): continue
-                for f in os.listdir(d):
-                    parts = f.lower().replace(".json", "").split("_")
-                    name_parts = name.lower().replace(" ", "_").split("_")
-                    if all(p in parts for p in name_parts):
-                        candidates.append(os.path.join(d, f))
-        if candidates:
-            backtest_path = candidates[0]
+                # Match by prefix, then prefer BTC/ETH files
+                if f_clean.startswith(f"{prefix}_"):
+                    fuzzy.append(os.path.join(d, f))
+        if fuzzy:
+            backtest_path = fuzzy[0]
         else:
             return JSONResponse({"error": f"Backtest '{name}' not found"}, status_code=404)
     try:
diff --git a/dashboard/static/index.html b/dashboard/static/index.html
index f6f8a4a..7c91d9b 100644
--- a/dashboard/static/index.html
+++ b/dashboard/static/index.html
@@ -1,4 +1,4 @@
-<!DOCTYPE html><html lang="en" class="dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/cv/_next/static/media/70bc3e132a0a741e-s.p.3t6q91iet4nsy.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/cv/_next/static/media/83afe278b6a6bb3c-s.p.2bn3s6zvc0dyp.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/cv/_next/static/chunks/44m76ghax1s26.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/cv/_next/static/chunks/3l04zcqx63h3y.js"/><script src="/cv/_next/static/chunks/3krunzhn7hds3.js" async=""></script><script src="/cv/_next/static/chunks/08ttfj81-47mu.js" async=""></script><script src="/cv/_next/static/chunks/turbopack-384ds9tgupq-y.js" async=""></script><script src="/cv/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/cv/_next/static/chunks/0qobftxykra69.js" async="" crossorigin=""></script><title>FTDT Quant Lab</title><meta name="description" content="Professional quantitative trading dashboard — live testnet, paper mainnet, historical backtests"/><meta name="next-size-adjust" content=""/><script src="/cv/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body class="inter_5901b7c6-module__ec5Qua__variable jetbrains_mono_707233f-module__9hS9bG__variable antialiased"><div hidden=""><!--$--><!--/$--></div><div class="min-h-screen bg-background"><header class="sticky top-0 z-50 border-b border-[#e0e4ec] bg-[#f8f9fb]/95 backdrop-blur-sm"><div class="flex items-center justify-between px-6 h-12 max-w-[1440px] mx-auto"><div class="flex items-center gap-5"><span class="text-[11px] font-medium tracking-[0.04em] text-[#1a1c23]" style="font-family:JetBrains Mono, monospace">Live Testnet</span></div><div class="flex items-center gap-4"><span class="flex items-center gap-1.5"><span class="w-1.5 h-1.5 rounded-full bg-[#e5e7eb]"></span><span class="text-[9px] text-[#6e7381] font-medium tracking-[0.03em]" style="font-family:JetBrains Mono, monospace">OFFLINE<!-- --> · <!-- -->···</span></span></div></div></header><div class="border-b border-[#e0e4ec] bg-[#f8f9fb]/95 sticky top-12 z-40"><div class="flex max-w-[1440px] mx-auto px-6"><button style="font-family:Inter, sans-serif" class="relative px-4 py-2.5 text-xs font-medium tracking-[0.02em] transition-colors cursor-pointer
+<!DOCTYPE html><html lang="en" class="dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/cv/_next/static/media/70bc3e132a0a741e-s.p.3t6q91iet4nsy.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/cv/_next/static/media/83afe278b6a6bb3c-s.p.2bn3s6zvc0dyp.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/cv/_next/static/chunks/0b2jlncic9ry7.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/cv/_next/static/chunks/3l04zcqx63h3y.js"/><script src="/cv/_next/static/chunks/3krunzhn7hds3.js" async=""></script><script src="/cv/_next/static/chunks/08ttfj81-47mu.js" async=""></script><script src="/cv/_next/static/chunks/turbopack-384ds9tgupq-y.js" async=""></script><script src="/cv/_next/static/chunks/3fntmmi971322.js" async="" crossorigin=""></script><script src="/cv/_next/static/chunks/311lnec1wkvb_.js" async="" crossorigin=""></script><title>FTDT Quant Lab</title><meta name="description" content="Professional quantitative trading dashboard — live testnet, paper mainnet, historical backtests"/><meta name="next-size-adjust" content=""/><script src="/cv/_next/static/chunks/0cz1d0mv5g_q7.js" noModule=""></script></head><body class="inter_5901b7c6-module__ec5Qua__variable jetbrains_mono_707233f-module__9hS9bG__variable antialiased"><div hidden=""><!--$--><!--/$--></div><div class="min-h-screen bg-[#f8f9fb]"><header class="sticky top-0 z-50 border-b border-[#e0e4ec] bg-[#f8f9fb]/95 backdrop-blur-sm"><div class="flex items-center justify-between px-6 h-12 max-w-[1440px] mx-auto"><div class="flex items-center gap-5"><span class="text-[11px] font-medium tracking-[0.04em] text-[#1a1c23]" style="font-family:JetBrains Mono, monospace">Live Testnet</span></div><div class="flex items-center gap-4"><span class="flex items-center gap-1.5"><span class="w-1.5 h-1.5 rounded-full bg-[#e5e7eb]"></span><span class="text-[9px] text-[#6e7381] font-medium tracking-[0.03em]" style="font-family:JetBrains Mono, monospace">OFFLINE<!-- --> · <!-- -->···</span></span></div></div></header><div class="border-b border-[#e0e4ec] bg-[#f8f9fb]/95 sticky top-12 z-40"><div class="flex max-w-[1440px] mx-auto px-6"><button style="font-family:Inter, sans-serif" class="relative px-4 py-2.5 text-xs font-medium tracking-[0.02em] transition-colors cursor-pointer
                 text-[#1a1c23] after:absolute after:bottom-0 after:left-0 after:right-0 after:h-[2px] after:bg-[#0ea5e9]">Live</button><button style="font-family:Inter, sans-serif" class="relative px-4 py-2.5 text-xs font-medium tracking-[0.02em] transition-colors cursor-pointer
                 text-[#6e7381] hover:text-[#1a1c23]">Paper</button><button style="font-family:Inter, sans-serif" class="relative px-4 py-2.5 text-xs font-medium tracking-[0.02em] transition-colors cursor-pointer
-                text-[#6e7381] hover:text-[#1a1c23]">Historical</button></div></div><main class="max-w-[1440px] mx-auto px-6 py-6"><div class="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-3 mb-6"></div><button class="flex items-center gap-2 px-4 py-2 mb-4 border border-[#1A1A2E] bg-[#0A0A10] hover:bg-[#111122] rounded transition-colors"><span class="text-[11px] font-mono text-gray-300">⌘ L2 Depth Map</span><span class="text-[9px] text-gray-600">ws://hyperliquid · <!-- -->OFFLINE</span></button></main></div><!--$--><!--/$--><script src="/cv/_next/static/chunks/3l04zcqx63h3y.js" id="_R_" 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+                text-[#6e7381] hover:text-[#1a1c23]">Historical</button></div></div><main class="max-w-[1440px] mx-auto px-6 py-6"><div class="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-3 mb-6"></div><button class="flex items-center gap-2 px-4 py-2 mb-4 border border-[#1A1A2E] bg-[#0A0A10] hover:bg-[#111122] rounded transition-colors"><span class="text-[11px] font-mono text-gray-300">⌘ L2 Depth Map</span><span class="text-[9px] text-gray-600">ws://hyperliquid · <!-- -->OFFLINE</span></button></main></div><!--$--><!--/$--><script src="/cv/_next/static/chunks/3l04zcqx63h3y.js" id="_R_" 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