diff --git "a/diffmap_2026-04-17.json" "b/diffmap_2026-04-17.json"
--- "a/diffmap_2026-04-17.json"
+++ "b/diffmap_2026-04-17.json"
@@ -2,36154 +2,36154 @@
   "engine": "DIFFMAP-ETF",
   "date": "2026-04-17",
   "next_trading_day": "2026-04-20",
-  "pick": "XLF_ret",
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-  "confidence": 0.5152631578947369,
+  "pick": "MBB_ret",
+  "score": 0.011050554373497631,
+  "confidence": 0.49526315789473685,
   "mode": "NORMAL",
-  "eq_pick": "XLF_ret",
-  "fi_pick": "HYG_ret",
-  "eq_score": 0.0161821040085909,
-  "fi_score": 0.006146168420826526,
-  "eq_confidence": 0.5152631578947369,
-  "fi_confidence": 0.48473684210526313,
+  "eq_pick": "QQQ_ret",
+  "fi_pick": "MBB_ret",
+  "eq_score": 0.007853788088418934,
+  "fi_score": 0.011050554373497631,
+  "eq_confidence": 0.49526315789473685,
+  "fi_confidence": 0.49526315789473685,
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-      "fi_pick": "SLV_ret",
-      "fi_score": 0.013484236598014832
+      "eq_pick": "XME_ret",
+      "eq_score": 0.01036529466509819,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.052914594486355784
     },
     "N": {
       "start_year": "2020",
-      "eq_pick": "XLI_ret",
-      "eq_score": 0.027227464225143196,
-      "fi_pick": "HYG_ret",
-      "fi_score": 0.026852203905582427
+      "eq_pick": "XME_ret",
+      "eq_score": 0.06668331772089005,
+      "fi_pick": "PFF_ret",
+      "fi_score": 0.04618763849139214
     },
     "O": {
       "start_year": "2021",
-      "eq_pick": "XLK_ret",
-      "eq_score": 0.0707736499607563,
-      "fi_pick": "SLV_ret",
-      "fi_score": 0.03230143263936043
+      "eq_pick": "XME_ret",
+      "eq_score": 0.06966402195394039,
+      "fi_pick": "VNQ_ret",
+      "fi_score": 0.06583618260920047
     },
     "P": {
       "start_year": "2022",
-      "eq_pick": "XLU_ret",
-      "eq_score": 0.04120554886758328,
+      "eq_pick": "XLF_ret",
+      "eq_score": 0.07026717849075795,
       "fi_pick": "LQD_ret",
-      "fi_score": 0.0454822551459074
+      "fi_score": 0.07451794892549515
     },
     "Q": {
       "start_year": "2023",
-      "eq_pick": "XLF_ret",
-      "eq_score": 0.12004123106598855,
-      "fi_pick": "PFF_ret",
-      "fi_score": 0.07386089488863945
+      "eq_pick": "XLI_ret",
+      "eq_score": 0.047971402481198314,
+      "fi_pick": "GLD_ret",
+      "fi_score": 0.033190324530005456
     },
     "R": {
       "start_year": "2024",
-      "eq_pick": "XLF_ret",
-      "eq_score": 0.05491820145398378,
-      "fi_pick": "HYG_ret",
-      "fi_score": 0.03891381472349167
+      "eq_pick": "GDX_ret",
+      "eq_score": 0.05897555202245712,
+      "fi_pick": "TLT_ret",
+      "fi_score": 0.11311367489397525
     },
     "S": {
       "start_year": "2025",
-      "eq_pick": "XLF_ret",
-      "eq_score": 0.07896334193646908,
-      "fi_pick": "PFF_ret",
-      "fi_score": 0.05508337039500475
+      "eq_pick": "GDX_ret",
+      "eq_score": 0.04802521038800478,
+      "fi_pick": "VNQ_ret",
+      "fi_score": 0.05493921842426062
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   },
   "window_scores": {
-    "A": -0.004358535818755627,
-    "B": -0.003495252667926252,
-    "C": 0.004448714852333069,
-    "D": -0.014054054766893387,
-    "E": 0.008933299779891967,
-    "F": 0.0025275139953009782,
-    "G": -0.017860907688736917,
-    "H": 0.02708445694297552,
-    "I": 0.012830565497279168,
-    "J": 0.0160235732793808,
-    "K": -0.027959886565804483,
-    "L": 0.005542220640927553,
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-    "N": 0.015840907581150532,
-    "O": 0.03799847774207592,
-    "P": 0.03522730469703674,
-    "Q": 0.12004123106598855,
-    "R": 0.05491820145398378,
-    "S": 0.07896334193646908
+    "A": -0.013798367604613304,
+    "B": 0.013874546997249127,
+    "C": 0.0015887943562120199,
+    "D": 0.0037441120482981207,
+    "E": 0.13653602376580237,
+    "F": -0.03828979358077049,
+    "G": 0.01221249857917428,
+    "H": 0.0018213612260296942,
+    "I": 0.025333215482532978,
+    "J": -0.009885143674910068,
+    "K": -0.007837555184960366,
+    "L": 0.02656208574771881,
+    "M": 0.027129261940717696,
+    "N": 0.014463473670184612,
+    "O": 0.026921322196722032,
+    "P": -0.03183643780648708,
+    "Q": 0.019384022522717714,
+    "R": -0.016756254062056542,
+    "S": 0.018793366476893426
   },
   "backtest_eq": {
     "annual_return": 0,
@@ -36358,6 +36358,6 @@
     "total_days": 0,
     "final_equity": 1.0
   },
-  "signal_history_eq": "XLF_ret",
-  "signal_history_fi": "HYG_ret"
+  "signal_history_eq": "QQQ_ret",
+  "signal_history_fi": "MBB_ret"
 }
\ No newline at end of file