diff --git "a/diffmap_2026-04-16.json" "b/diffmap_2026-04-16.json"
--- "a/diffmap_2026-04-16.json"
+++ "b/diffmap_2026-04-16.json"
@@ -2,36154 +2,36154 @@
   "engine": "DIFFMAP-ETF",
   "date": "2026-04-16",
   "next_trading_day": "2026-04-17",
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+  "pick": "GLD_ret",
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   "mode": "NORMAL",
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+  "eq_pick": "XME_ret",
+  "fi_pick": "GLD_ret",
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+  "fi_score": 0.007393595328750579,
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-      "eq_score": 0.0346168015152216,
+      "eq_pick": "XME_ret",
+      "eq_score": 0.023269799537956715,
       "fi_pick": "TLT_ret",
-      "fi_score": 0.016874580085277556
+      "fi_score": 0.05706424079835415
     },
     "M": {
       "start_year": "2019",
-      "eq_pick": "QQQ_ret",
-      "eq_score": 0.02259943075478077,
-      "fi_pick": "TLT_ret",
-      "fi_score": 0.011412779428064823
+      "eq_pick": "XLP_ret",
+      "eq_score": 0.09503798484802246,
+      "fi_pick": "PFF_ret",
+      "fi_score": 0.0001463930122554302
     },
     "N": {
       "start_year": "2020",
-      "eq_pick": "QQQ_ret",
-      "eq_score": 0.03414344862103462,
-      "fi_pick": "PFF_ret",
-      "fi_score": 0.08113423623144626
+      "eq_pick": "XLY_ret",
+      "eq_score": 0.03349587693810463,
+      "fi_pick": "GLD_ret",
+      "fi_score": 0.044491124153137204
     },
     "O": {
       "start_year": "2021",
-      "eq_pick": "XLV_ret",
-      "eq_score": 0.11699754744768143,
-      "fi_pick": "VNQ_ret",
-      "fi_score": 0.10007227063179017
+      "eq_pick": "XLI_ret",
+      "eq_score": 0.0637658592313528,
+      "fi_pick": "MBB_ret",
+      "fi_score": 0.043192993476986886
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     "P": {
       "start_year": "2022",
-      "eq_pick": "QQQ_ret",
-      "eq_score": 0.04473847728222609,
-      "fi_pick": "VNQ_ret",
-      "fi_score": 0.06866079680621624
+      "eq_pick": "XLP_ret",
+      "eq_score": 0.09102121517062187,
+      "fi_pick": "HYG_ret",
+      "fi_score": 0.03748461604118347
     },
     "Q": {
       "start_year": "2023",
-      "eq_pick": "XLY_ret",
-      "eq_score": 0.05345465615391731,
+      "eq_pick": "XLU_ret",
+      "eq_score": 0.021277700364589692,
       "fi_pick": "MBB_ret",
-      "fi_score": 0.028237372636795044
+      "fi_score": 0.029084902629256247
     },
     "R": {
       "start_year": "2024",
-      "eq_pick": "GDX_ret",
-      "eq_score": 0.02702724011614919,
-      "fi_pick": "VNQ_ret",
-      "fi_score": 0.03750430829823017
+      "eq_pick": "XLY_ret",
+      "eq_score": 0.02631180789321661,
+      "fi_pick": "PFF_ret",
+      "fi_score": 0.04544895198196173
     },
     "S": {
       "start_year": "2025",
-      "eq_pick": "XLI_ret",
-      "eq_score": 0.04922390505671501,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.032466433197259906
+      "eq_pick": "XME_ret",
+      "eq_score": 0.09142470583319665,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.03295912444591522
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   },
   "window_scores": {
-    "A": 0.01700984053313732,
-    "B": 0.0025092402938753366,
-    "C": -0.0006409019231796264,
-    "D": 0.004935329407453537,
-    "E": -0.0005681732669472695,
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-    "N": -0.00535785797983408,
-    "O": 0.11699754744768143,
-    "P": 0.006386830564588308,
-    "Q": -0.0017043061554431916,
-    "R": -0.022254516929388048,
-    "S": 0.008039820194244384
+    "A": 0.021629353612661363,
+    "B": -0.015423565544188023,
+    "C": 0.015050571691244841,
+    "D": 0.0475132180377841,
+    "E": 0.021347765624523164,
+    "F": 0.011469939723610878,
+    "G": -0.0012529877945780753,
+    "H": 0.08231457769870758,
+    "I": -0.002365976572036743,
+    "J": -0.001398465735837817,
+    "K": 0.010841069370508194,
+    "L": -0.02024982012808323,
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+    "N": 0.044491124153137204,
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+    "Q": 0.0022653497755527495,
+    "R": 0.007355448417365551,
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   },
   "backtest_eq": {
     "annual_return": 0,
@@ -36358,6 +36358,6 @@
     "total_days": 0,
     "final_equity": 1.0
   },
-  "signal_history_eq": "XLV_ret",
-  "signal_history_fi": "VNQ_ret"
+  "signal_history_eq": "XME_ret",
+  "signal_history_fi": "GLD_ret"
 }
\ No newline at end of file