diff --git "a/diffmap_2026-04-08.json" "b/diffmap_2026-04-08.json"
--- "a/diffmap_2026-04-08.json"
+++ "b/diffmap_2026-04-08.json"
@@ -2,36154 +2,36154 @@
   "engine": "DIFFMAP-ETF",
   "date": "2026-04-08",
   "next_trading_day": "2026-04-09",
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+  "pick": "XLK_ret",
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   "mode": "NORMAL",
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+  "eq_pick": "XLK_ret",
+  "fi_pick": "GLD_ret",
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+  "fi_score": 0.012846676355816032,
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-      "fi_score": 0.0044678445905447
+      "eq_pick": "XLU_ret",
+      "eq_score": 0.029465837962925436,
+      "fi_pick": "MBB_ret",
+      "fi_score": 0.02453613542020321
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     "N": {
       "start_year": "2020",
-      "eq_pick": "XLK_ret",
-      "eq_score": 0.046927214786410335,
-      "fi_pick": "HYG_ret",
-      "fi_score": 0.045213999785482885
+      "eq_pick": "XLV_ret",
+      "eq_score": 0.07639933042228222,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.02380814291536808
     },
     "O": {
       "start_year": "2021",
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-      "eq_score": 0.018145306408405303,
-      "fi_pick": "LQD_ret",
-      "fi_score": 0.03758028168231249
+      "eq_pick": "QQQ_ret",
+      "eq_score": 0.049128534644842146,
+      "fi_pick": "GLD_ret",
+      "fi_score": 0.0711992472410202
     },
     "P": {
       "start_year": "2022",
-      "eq_pick": "XME_ret",
-      "eq_score": 0.08897523395717144,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.017873477563261984
+      "eq_pick": "QQQ_ret",
+      "eq_score": 0.07905773110687733,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.01153036653995514
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     "Q": {
       "start_year": "2023",
-      "eq_pick": "GDX_ret",
-      "eq_score": 0.04845874160528183,
-      "fi_pick": "HYG_ret",
-      "fi_score": 0.01432538004592061
+      "eq_pick": "XLV_ret",
+      "eq_score": 0.025027821958065032,
+      "fi_pick": "VNQ_ret",
+      "fi_score": 0.009636787325143814
     },
     "R": {
       "start_year": "2024",
-      "eq_pick": "XLY_ret",
-      "eq_score": 0.04416137039661407,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.04304235987365246
+      "eq_pick": "XLK_ret",
+      "eq_score": 0.029063086211681365,
+      "fi_pick": "LQD_ret",
+      "fi_score": 0.09024963602423668
     },
     "S": {
       "start_year": "2025",
-      "eq_pick": "QQQ_ret",
-      "eq_score": 0.09076869785785675,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.07136717848479748
+      "eq_pick": "XLP_ret",
+      "eq_score": 0.10362949520349503,
+      "fi_pick": "VNQ_ret",
+      "fi_score": 0.2315304696559906
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   },
   "window_scores": {
-    "A": 0.001396420894889161,
-    "B": 0.026464588567614557,
-    "C": -0.023430237732827663,
-    "D": 0.012613838072866201,
-    "E": 0.042173306830227374,
-    "F": 0.07497399710118771,
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-    "K": 0.00120593091705814,
-    "L": 0.029683193191885948,
-    "M": -0.032617290318012235,
-    "N": -0.006575503200292587,
-    "O": -0.011391720548272134,
-    "P": 0.08897523395717144,
-    "Q": 0.025946423038840295,
-    "R": -0.007170828804373741,
-    "S": 0.019074176996946336
+    "A": 0.04914036188274622,
+    "B": 0.1387877196073532,
+    "C": 0.0029866136610507965,
+    "D": 0.00013889186084270477,
+    "E": -0.0013992239022627474,
+    "F": 0.049080713838338855,
+    "G": -0.02098961640149355,
+    "H": 0.006393426191061735,
+    "I": 0.029102211724966763,
+    "J": 0.0006204549223184586,
+    "K": -0.017050240933895112,
+    "L": 0.01991397999227047,
+    "M": -0.005512027442455292,
+    "N": -0.00816938690841198,
+    "O": -0.009289909899234772,
+    "P": 0.0062865960411727425,
+    "Q": -0.026791702955961227,
+    "R": 0.029063086211681365,
+    "S": 0.0026669391430914403
   },
   "backtest_eq": {
     "annual_return": 0,
@@ -36358,6 +36358,6 @@
     "total_days": 0,
     "final_equity": 1.0
   },
-  "signal_history_eq": "XME_ret",
-  "signal_history_fi": "SLV_ret"
+  "signal_history_eq": "XLK_ret",
+  "signal_history_fi": "GLD_ret"
 }
\ No newline at end of file