diff --git "a/diffmap_2026-04-07.json" "b/diffmap_2026-04-07.json"
--- "a/diffmap_2026-04-07.json"
+++ "b/diffmap_2026-04-07.json"
@@ -2,36154 +2,36154 @@
   "engine": "DIFFMAP-ETF",
   "date": "2026-04-07",
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+  "pick": "HYG_ret",
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   "mode": "NORMAL",
-  "eq_pick": "XLI_ret",
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-  "eq_confidence": 0.48578947368421055,
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+  "eq_pick": "XLK_ret",
+  "fi_pick": "HYG_ret",
+  "eq_score": 0.004557030309775941,
+  "fi_score": 0.007677028325729465,
+  "eq_confidence": 0.51,
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     "N": {
       "start_year": "2020",
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-      "eq_score": 0.0629881739616394,
-      "fi_pick": "PFF_ret",
-      "fi_score": 0.05185381602495909
+      "eq_pick": "GDX_ret",
+      "eq_score": 0.09242407828569413,
+      "fi_pick": "VNQ_ret",
+      "fi_score": 0.03543823715299368
     },
     "O": {
       "start_year": "2021",
-      "eq_pick": "XLF_ret",
-      "eq_score": 0.04854673556983471,
-      "fi_pick": "MBB_ret",
-      "fi_score": 0.061262050084769724
+      "eq_pick": "XLE_ret",
+      "eq_score": 0.061518242210149766,
+      "fi_pick": "GLD_ret",
+      "fi_score": 0.04654615968465805
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     "P": {
       "start_year": "2022",
-      "eq_pick": "XLI_ret",
-      "eq_score": 0.050767166167497636,
-      "fi_pick": "LQD_ret",
-      "fi_score": 0.03823654875159264
+      "eq_pick": "XLF_ret",
+      "eq_score": 0.047008247673511507,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.038368263840675355
     },
     "Q": {
       "start_year": "2023",
-      "eq_pick": "XLK_ret",
-      "eq_score": 0.046564016677439216,
+      "eq_pick": "QQQ_ret",
+      "eq_score": 0.12713716700673103,
       "fi_pick": "GLD_ret",
-      "fi_score": 0.04325378611683846
+      "fi_score": 0.06004547420889139
     },
     "R": {
       "start_year": "2024",
-      "eq_pick": "XLP_ret",
-      "eq_score": 0.03687121942639351,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.04512161798775196
+      "eq_pick": "QQQ_ret",
+      "eq_score": 0.05139923132956028,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.026377805136144163
     },
     "S": {
       "start_year": "2025",
-      "eq_pick": "XLY_ret",
-      "eq_score": 0.02701604412868619,
-      "fi_pick": "GLD_ret",
-      "fi_score": 0.05700348298996687
+      "eq_pick": "XLI_ret",
+      "eq_score": 0.18371928185224534,
+      "fi_pick": "MBB_ret",
+      "fi_score": 0.04490291848778725
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   },
   "window_scores": {
-    "A": 0.1335029885172844,
-    "B": -0.02278092931956053,
-    "C": 0.07985156700015068,
-    "D": 0.007337187975645065,
-    "E": 0.010992134315893054,
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-    "N": 0.013388477638363839,
-    "O": 0.01107099037617445,
-    "P": 0.050767166167497636,
-    "Q": -0.016023220121860506,
-    "R": -0.023973119910806417,
-    "S": -0.03659882713109255
+    "A": 0.014627216942608356,
+    "B": 0.01108358558267355,
+    "C": 0.015910778380930423,
+    "D": -0.018675205390900375,
+    "E": -0.018856873363256456,
+    "F": -0.004743626946583391,
+    "G": 0.04121734797954559,
+    "H": 0.007485251780599356,
+    "I": -0.000964789092540741,
+    "J": -0.018740568682551383,
+    "K": 0.020957504771649836,
+    "L": 0.03133889958262444,
+    "M": 0.01109100840985775,
+    "N": 0.019675289280712605,
+    "O": 0.01876155026257038,
+    "P": 0.0032589972019195558,
+    "Q": 0.011675410345196724,
+    "R": -0.016685234010219575,
+    "S": 0.01744699515402317
   },
   "backtest_eq": {
     "annual_return": 0,
@@ -36358,6 +36358,6 @@
     "total_days": 0,
     "final_equity": 1.0
   },
-  "signal_history_eq": "XLI_ret",
-  "signal_history_fi": "GLD_ret"
+  "signal_history_eq": "XLK_ret",
+  "signal_history_fi": "HYG_ret"
 }
\ No newline at end of file