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index 7b6acde1f0b8e72b79d95ee563d94dc7c594c125..eceb9093f511ab531365a099004e3afa2efe154b 100644
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+++ b/models/latest_signals.json
@@ -1,143 +1,143 @@
 {
-  "generated_at": "2026-03-23T00:14:27.107372",
+  "generated_at": "2026-03-24T09:21:21.901626",
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-    "last_data_date": "2026-03-20",
-    "generated_at": "2026-03-23T00:14:26.872653",
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-    "winning_train_start": "2010-01-01",
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+    "trained_at": "2026-03-24T08:31:57.103619",
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+    "winning_train_start": "2022-01-01",
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     "winning_loss": "sharpe",
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   "option_B_window": {
     "option": "B",
     "mode": "shrinking_window",
     "option_name": "Equity Sectors",
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-    "last_data_date": "2026-03-20",
-    "generated_at": "2026-03-23T00:14:27.107229",
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+    "signal_date": "2026-03-24",
+    "last_data_date": "2026-03-23",
+    "generated_at": "2026-03-24T09:21:21.901463",
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     "regime_context": {
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       "T10Y2Y": 0.51,
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-    "trained_at": "2026-03-23T00:14:23.179640",
-    "winning_window": 7,
-    "winning_train_start": "2020-01-01",
+    "macro_stress": null,
+    "trained_at": "2026-03-24T09:21:17.985151",
+    "winning_window": 8,
+    "winning_train_start": "2022-01-01",
     "winning_train_end": "2024-12-31",
     "winning_loss": "sharpe",
-    "oos_ann_return": 0.4522,
-    "oos_sharpe": 2.1622
+    "oos_ann_return": 0.2984,
+    "oos_sharpe": 1.7319
   }
 }
\ No newline at end of file
diff --git a/models/meta_optionA.json b/models/meta_optionA.json
index aa32fa3e9a6b0d0d8b078f79241c5bb560212fa2..07cb45ebdd0f5976d907de764ae988a6862e65ee 100644
--- a/models/meta_optionA.json
+++ b/models/meta_optionA.json
@@ -1,8 +1,8 @@
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   "option": "A",
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-  "elapsed_sec": 165.7,
-  "n_params": 129616,
+  "trained_at": "2026-03-24T07:50:33.528086",
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+  "n_params": 128400,
   "n_assets": 8,
   "tickers": [
     "TLT",
@@ -16,128 +16,140 @@
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+  "n_macro_feats": 0,
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diff --git a/models/meta_optionA_window.json b/models/meta_optionA_window.json
index e7cc0594d9dff50a5ee42fa4d6542ab616c291ff..6c12f0bbc7e5e7c41328c0cbcee59d33bdb69b2d 100644
--- a/models/meta_optionA_window.json
+++ b/models/meta_optionA_window.json
@@ -1,14 +1,14 @@
 {
   "option": "A",
-  "trained_at": "2026-03-22T23:14:12.962927",
-  "elapsed_sec": 1718.2,
+  "trained_at": "2026-03-24T08:31:57.103619",
+  "elapsed_sec": 2092.5,
   "n_windows": 8,
-  "winning_window": 2,
-  "winning_train_start": "2010-01-01",
+  "winning_window": 8,
+  "winning_train_start": "2022-01-01",
   "winning_train_end": "2024-12-31",
   "winning_loss": "sharpe",
-  "oos_ann_return": 0.4664,
-  "oos_sharpe": 1.9343,
+  "oos_ann_return": 0.335,
+  "oos_sharpe": 2.8251,
   "all_windows": [
     {
       "window_id": 1,
@@ -16,10 +16,10 @@
       "train_end": "2024-12-31",
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
-      "n_train": 4218,
-      "n_oos": 304,
-      "oos_ann_return": 0.0664,
-      "oos_sharpe": 1.3681,
+      "n_train": 4214,
+      "n_oos": 305,
+      "oos_ann_return": 0.0675,
+      "oos_sharpe": 1.3548,
       "model_path": "models/deepm_optionA_w1_evar.pt"
     },
     {
@@ -28,10 +28,10 @@
       "train_end": "2024-12-31",
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
-      "n_train": 4218,
-      "n_oos": 304,
-      "oos_ann_return": 0.1902,
-      "oos_sharpe": 2.4987,
+      "n_train": 4214,
+      "n_oos": 305,
+      "oos_ann_return": 0.086,
+      "oos_sharpe": 0.8394,
       "model_path": "models/deepm_optionA_w1_sharpe.pt"
     },
     {
@@ -41,9 +41,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 3774,
-      "n_oos": 304,
-      "oos_ann_return": 0.0643,
-      "oos_sharpe": 1.2916,
+      "n_oos": 305,
+      "oos_ann_return": 0.068,
+      "oos_sharpe": 1.4326,
       "model_path": "models/deepm_optionA_w2_evar.pt"
     },
     {
@@ -53,9 +53,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 3774,
-      "n_oos": 304,
-      "oos_ann_return": 0.4664,
-      "oos_sharpe": 1.9343,
+      "n_oos": 305,
+      "oos_ann_return": 0.1683,
+      "oos_sharpe": 1.5198,
       "model_path": "models/deepm_optionA_w2_sharpe.pt"
     },
     {
@@ -65,9 +65,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 3270,
-      "n_oos": 304,
-      "oos_ann_return": 0.0643,
-      "oos_sharpe": 1.291,
+      "n_oos": 305,
+      "oos_ann_return": 0.0675,
+      "oos_sharpe": 1.3546,
       "model_path": "models/deepm_optionA_w3_evar.pt"
     },
     {
@@ -77,9 +77,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 3270,
-      "n_oos": 304,
-      "oos_ann_return": 0.1288,
-      "oos_sharpe": 1.2988,
+      "n_oos": 305,
+      "oos_ann_return": 0.0979,
+      "oos_sharpe": 1.0801,
       "model_path": "models/deepm_optionA_w3_sharpe.pt"
     },
     {
@@ -89,9 +89,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 2768,
-      "n_oos": 304,
-      "oos_ann_return": 0.0708,
-      "oos_sharpe": 1.5909,
+      "n_oos": 305,
+      "oos_ann_return": 0.071,
+      "oos_sharpe": 1.5298,
       "model_path": "models/deepm_optionA_w4_evar.pt"
     },
     {
@@ -101,9 +101,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 2768,
-      "n_oos": 304,
-      "oos_ann_return": 0.1889,
-      "oos_sharpe": 1.5674,
+      "n_oos": 305,
+      "oos_ann_return": 0.203,
+      "oos_sharpe": 1.5101,
       "model_path": "models/deepm_optionA_w4_sharpe.pt"
     },
     {
@@ -113,9 +113,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 2264,
-      "n_oos": 304,
-      "oos_ann_return": 0.0758,
-      "oos_sharpe": 1.7232,
+      "n_oos": 305,
+      "oos_ann_return": 0.076,
+      "oos_sharpe": 1.6385,
       "model_path": "models/deepm_optionA_w5_evar.pt"
     },
     {
@@ -125,9 +125,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 2264,
-      "n_oos": 304,
-      "oos_ann_return": 0.1699,
-      "oos_sharpe": 1.8048,
+      "n_oos": 305,
+      "oos_ann_return": 0.1842,
+      "oos_sharpe": 1.2937,
       "model_path": "models/deepm_optionA_w5_sharpe.pt"
     },
     {
@@ -137,9 +137,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 1761,
-      "n_oos": 304,
-      "oos_ann_return": 0.0734,
-      "oos_sharpe": 1.5089,
+      "n_oos": 305,
+      "oos_ann_return": 0.0694,
+      "oos_sharpe": 1.4988,
       "model_path": "models/deepm_optionA_w6_evar.pt"
     },
     {
@@ -149,9 +149,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 1761,
-      "n_oos": 304,
-      "oos_ann_return": 0.193,
-      "oos_sharpe": 1.8404,
+      "n_oos": 305,
+      "oos_ann_return": 0.189,
+      "oos_sharpe": 1.8347,
       "model_path": "models/deepm_optionA_w6_sharpe.pt"
     },
     {
@@ -161,9 +161,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 1258,
-      "n_oos": 304,
-      "oos_ann_return": 0.1174,
-      "oos_sharpe": 1.6901,
+      "n_oos": 305,
+      "oos_ann_return": 0.0856,
+      "oos_sharpe": 1.6834,
       "model_path": "models/deepm_optionA_w7_evar.pt"
     },
     {
@@ -173,9 +173,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 1258,
-      "n_oos": 304,
-      "oos_ann_return": 0.2758,
-      "oos_sharpe": 2.6769,
+      "n_oos": 305,
+      "oos_ann_return": 0.2721,
+      "oos_sharpe": 1.9482,
       "model_path": "models/deepm_optionA_w7_sharpe.pt"
     },
     {
@@ -185,9 +185,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 753,
-      "n_oos": 304,
-      "oos_ann_return": 0.1653,
-      "oos_sharpe": 1.9456,
+      "n_oos": 305,
+      "oos_ann_return": 0.1254,
+      "oos_sharpe": 2.0137,
       "model_path": "models/deepm_optionA_w8_evar.pt"
     },
     {
@@ -197,9 +197,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 753,
-      "n_oos": 304,
-      "oos_ann_return": 0.4178,
-      "oos_sharpe": 1.9452,
+      "n_oos": 305,
+      "oos_ann_return": 0.335,
+      "oos_sharpe": 2.8251,
       "model_path": "models/deepm_optionA_w8_sharpe.pt"
     }
   ],
@@ -216,7 +216,7 @@
   ],
   "include_cash": true,
   "n_asset_feats": 8,
-  "n_macro_feats": 19,
+  "n_macro_feats": 0,
   "config": {
     "lookback": 60,
     "asset_hidden_dim": 64,
diff --git a/models/meta_optionB.json b/models/meta_optionB.json
index 36a3cd8a8a3dd272eecb81146229ac9c0bcf07dd..8da12e233d9553186c40a34ca7c5cc93eb91ef0b 100644
--- a/models/meta_optionB.json
+++ b/models/meta_optionB.json
@@ -1,8 +1,8 @@
 {
   "option": "B",
-  "trained_at": "2026-03-22T22:45:32.217774",
-  "elapsed_sec": 169.0,
-  "n_params": 130136,
+  "trained_at": "2026-03-24T07:57:02.005882",
+  "elapsed_sec": 184.3,
+  "n_params": 128920,
   "n_assets": 12,
   "tickers": [
     "SPY",
@@ -20,100 +20,104 @@
   ],
   "include_cash": false,
   "n_asset_feats": 8,
-  "n_macro_feats": 19,
+  "n_macro_feats": 0,
   "lookback": 60,
   "loss_fn": "sharpe",
-  "best_val_loss": -1.065188,
-  "best_val_sharpe": 0.737,
-  "best_val_ann_return": 0.135,
-  "test_loss": -1.286194,
-  "test_sharpe": 1.1685,
-  "test_ann_return": 0.1633,
+  "best_val_loss": -1.058972,
+  "best_val_sharpe": 0.5784,
+  "best_val_ann_return": 0.1317,
+  "test_loss": -1.29712,
+  "test_sharpe": 1.0218,
+  "test_ann_return": 0.1841,
   "splits": {
-    "n_train": 3165,
-    "n_val": 678,
+    "n_train": 3163,
+    "n_val": 677,
     "n_test": 679,
-    "train_start": "2008-04-01",
-    "train_end": "2020-10-22",
-    "val_end": "2023-07-06",
-    "test_end": "2026-03-20"
+    "train_start": "2008-04-07",
+    "train_end": "2020-10-26",
+    "val_end": "2023-07-07",
+    "test_end": "2026-03-23"
   },
   "history": {
     "train_loss": [
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     "val_loss": [
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diff --git a/models/meta_optionB_window.json b/models/meta_optionB_window.json
index a28d50d0d06841dcfd8db8bdbc518f5944705ea7..600e103d6419338e2d97345e6c0f8b4da9361429 100644
--- a/models/meta_optionB_window.json
+++ b/models/meta_optionB_window.json
@@ -1,14 +1,14 @@
 {
   "option": "B",
-  "trained_at": "2026-03-23T00:14:23.179640",
-  "elapsed_sec": 3610.2,
+  "trained_at": "2026-03-24T09:21:17.985151",
+  "elapsed_sec": 2960.9,
   "n_windows": 8,
-  "winning_window": 7,
-  "winning_train_start": "2020-01-01",
+  "winning_window": 8,
+  "winning_train_start": "2022-01-01",
   "winning_train_end": "2024-12-31",
   "winning_loss": "sharpe",
-  "oos_ann_return": 0.4522,
-  "oos_sharpe": 2.1622,
+  "oos_ann_return": 0.2984,
+  "oos_sharpe": 1.7319,
   "all_windows": [
     {
       "window_id": 1,
@@ -16,10 +16,10 @@
       "train_end": "2024-12-31",
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
-      "n_train": 4218,
-      "n_oos": 304,
-      "oos_ann_return": 0.1204,
-      "oos_sharpe": 0.9211,
+      "n_train": 4214,
+      "n_oos": 305,
+      "oos_ann_return": 0.1168,
+      "oos_sharpe": 0.9371,
       "model_path": "models/deepm_optionB_w1_evar.pt"
     },
     {
@@ -28,10 +28,10 @@
       "train_end": "2024-12-31",
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
-      "n_train": 4218,
-      "n_oos": 304,
-      "oos_ann_return": 0.2904,
-      "oos_sharpe": 1.5623,
+      "n_train": 4214,
+      "n_oos": 305,
+      "oos_ann_return": 0.17,
+      "oos_sharpe": 0.6876,
       "model_path": "models/deepm_optionB_w1_sharpe.pt"
     },
     {
@@ -41,9 +41,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 3774,
-      "n_oos": 304,
-      "oos_ann_return": 0.1286,
-      "oos_sharpe": 1.0155,
+      "n_oos": 305,
+      "oos_ann_return": 0.1429,
+      "oos_sharpe": 1.0773,
       "model_path": "models/deepm_optionB_w2_evar.pt"
     },
     {
@@ -53,9 +53,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 3774,
-      "n_oos": 304,
-      "oos_ann_return": 0.1695,
-      "oos_sharpe": 0.9175,
+      "n_oos": 305,
+      "oos_ann_return": 0.1501,
+      "oos_sharpe": 0.8064,
       "model_path": "models/deepm_optionB_w2_sharpe.pt"
     },
     {
@@ -65,9 +65,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 3270,
-      "n_oos": 304,
-      "oos_ann_return": 0.1207,
-      "oos_sharpe": 0.9608,
+      "n_oos": 305,
+      "oos_ann_return": 0.1214,
+      "oos_sharpe": 0.9757,
       "model_path": "models/deepm_optionB_w3_evar.pt"
     },
     {
@@ -77,9 +77,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 3270,
-      "n_oos": 304,
-      "oos_ann_return": 0.2744,
-      "oos_sharpe": 1.3136,
+      "n_oos": 305,
+      "oos_ann_return": 0.1684,
+      "oos_sharpe": 1.0426,
       "model_path": "models/deepm_optionB_w3_sharpe.pt"
     },
     {
@@ -89,9 +89,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 2768,
-      "n_oos": 304,
-      "oos_ann_return": 0.1349,
-      "oos_sharpe": 1.06,
+      "n_oos": 305,
+      "oos_ann_return": 0.1774,
+      "oos_sharpe": 1.2342,
       "model_path": "models/deepm_optionB_w4_evar.pt"
     },
     {
@@ -101,9 +101,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 2768,
-      "n_oos": 304,
-      "oos_ann_return": 0.2678,
-      "oos_sharpe": 1.3949,
+      "n_oos": 305,
+      "oos_ann_return": 0.2238,
+      "oos_sharpe": 1.0262,
       "model_path": "models/deepm_optionB_w4_sharpe.pt"
     },
     {
@@ -113,9 +113,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 2264,
-      "n_oos": 304,
-      "oos_ann_return": 0.1816,
-      "oos_sharpe": 1.3794,
+      "n_oos": 305,
+      "oos_ann_return": 0.1887,
+      "oos_sharpe": 1.4199,
       "model_path": "models/deepm_optionB_w5_evar.pt"
     },
     {
@@ -125,9 +125,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 2264,
-      "n_oos": 304,
-      "oos_ann_return": 0.2129,
-      "oos_sharpe": 1.3089,
+      "n_oos": 305,
+      "oos_ann_return": 0.241,
+      "oos_sharpe": 1.0689,
       "model_path": "models/deepm_optionB_w5_sharpe.pt"
     },
     {
@@ -137,9 +137,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 1761,
-      "n_oos": 304,
-      "oos_ann_return": 0.1739,
-      "oos_sharpe": 1.3005,
+      "n_oos": 305,
+      "oos_ann_return": 0.134,
+      "oos_sharpe": 1.0471,
       "model_path": "models/deepm_optionB_w6_evar.pt"
     },
     {
@@ -149,9 +149,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 1761,
-      "n_oos": 304,
-      "oos_ann_return": 0.4265,
-      "oos_sharpe": 2.004,
+      "n_oos": 305,
+      "oos_ann_return": 0.2158,
+      "oos_sharpe": 1.3391,
       "model_path": "models/deepm_optionB_w6_sharpe.pt"
     },
     {
@@ -161,9 +161,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 1258,
-      "n_oos": 304,
-      "oos_ann_return": 0.1745,
-      "oos_sharpe": 1.2275,
+      "n_oos": 305,
+      "oos_ann_return": 0.131,
+      "oos_sharpe": 0.9413,
       "model_path": "models/deepm_optionB_w7_evar.pt"
     },
     {
@@ -173,9 +173,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 1258,
-      "n_oos": 304,
-      "oos_ann_return": 0.4522,
-      "oos_sharpe": 2.1622,
+      "n_oos": 305,
+      "oos_ann_return": 0.2094,
+      "oos_sharpe": 1.2712,
       "model_path": "models/deepm_optionB_w7_sharpe.pt"
     },
     {
@@ -185,9 +185,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "evar",
       "n_train": 753,
-      "n_oos": 304,
-      "oos_ann_return": 0.2013,
-      "oos_sharpe": 1.4137,
+      "n_oos": 305,
+      "oos_ann_return": 0.1856,
+      "oos_sharpe": 1.2962,
       "model_path": "models/deepm_optionB_w8_evar.pt"
     },
     {
@@ -197,9 +197,9 @@
       "oos_start": "2025-01-01",
       "loss_fn": "sharpe",
       "n_train": 753,
-      "n_oos": 304,
-      "oos_ann_return": 0.256,
-      "oos_sharpe": 1.5353,
+      "n_oos": 305,
+      "oos_ann_return": 0.2984,
+      "oos_sharpe": 1.7319,
       "model_path": "models/deepm_optionB_w8_sharpe.pt"
     }
   ],
@@ -220,7 +220,7 @@
   ],
   "include_cash": false,
   "n_asset_feats": 8,
-  "n_macro_feats": 19,
+  "n_macro_feats": 0,
   "config": {
     "lookback": 60,
     "asset_hidden_dim": 64,
diff --git a/models/scaler_optionA.pkl b/models/scaler_optionA.pkl
index e3cfe507ef3b7aab4c1efd5144389e7d1bcc7c69..67d3a442654af901ec5d5aa4d08d536821bc091a 100644
--- a/models/scaler_optionA.pkl
+++ b/models/scaler_optionA.pkl
@@ -1,3 +1,3 @@
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+size 645
diff --git a/models/scaler_optionA_window.pkl b/models/scaler_optionA_window.pkl
index 1fa26f65c5aa964a89748ba1eacd030fb86844b0..c91c2695bea63647334d701573a82e53ba95910d 100644
--- a/models/scaler_optionA_window.pkl
+++ b/models/scaler_optionA_window.pkl
@@ -1,3 +1,3 @@
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diff --git a/models/scaler_optionB.pkl b/models/scaler_optionB.pkl
index 99761b396f121149320ae7d44e51605acc4fbdec..0db62e7dabb79341d0dda9d5a65a263ffcdbf47e 100644
--- a/models/scaler_optionB.pkl
+++ b/models/scaler_optionB.pkl
@@ -1,3 +1,3 @@
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diff --git a/models/scaler_optionB_window.pkl b/models/scaler_optionB_window.pkl
index 04487e3785fdd1741ba5e92de44ae88a57b30dfc..1ad5a23cb561ffbcfe14262423041d37946cf0eb 100644
--- a/models/scaler_optionB_window.pkl
+++ b/models/scaler_optionB_window.pkl
@@ -1,3 +1,3 @@
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+size 645
diff --git a/models/signal_A.json b/models/signal_A.json
index 0e9e8c8f95746655f9e6105e32061aef6eeb0237..ed2ab49e3f0c290f903ff325d235a3742da1195f 100644
--- a/models/signal_A.json
+++ b/models/signal_A.json
@@ -2,31 +2,31 @@
   "option": "A",
   "mode": "fixed_split",
   "option_name": "Fixed Income / Alts",
-  "signal_date": "2026-03-23",
-  "last_data_date": "2026-03-20",
-  "generated_at": "2026-03-23T00:14:26.416586",
+  "signal_date": "2026-03-24",
+  "last_data_date": "2026-03-23",
+  "generated_at": "2026-03-24T09:21:21.215486",
   "pick": "VNQ",
-  "conviction": 0.6893,
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-    "SLV": 0.0024,
-    "PFF": 0.0688,
-    "MBB": 0.0769
+    "TLT": 0.0005,
+    "LQD": 0.0001,
+    "HYG": 0.0,
+    "VNQ": 0.9993,
+    "GLD": 0.0,
+    "SLV": 0.0,
+    "PFF": 0.0,
+    "MBB": 0.0
   },
   "regime_context": {
-    "VIX": 24.06,
+    "VIX": 26.78,
     "T10Y2Y": 0.51,
-    "HY_SPREAD": 3.27,
-    "USD_INDEX": 120.55
+    "HY_SPREAD": 3.24,
+    "USD_INDEX": 120.28
   },
-  "macro_stress": 1.753,
-  "trained_at": "2026-03-22T22:40:04.493754",
+  "macro_stress": null,
+  "trained_at": "2026-03-24T07:50:33.528086",
   "winning_loss": "sharpe",
-  "test_sharpe": 1.3188,
-  "test_ann_return": 0.1933,
-  "model_n_params": 129616
+  "test_sharpe": 0.4935,
+  "test_ann_return": 0.0775,
+  "model_n_params": 128400
 }
\ No newline at end of file
diff --git a/models/signal_A_window.json b/models/signal_A_window.json
index b790bf494d2a0ee6f30d5957938e123a0e409ecd..9e7edc874e9ade463d88e7783d41cac6f5bb7b59 100644
--- a/models/signal_A_window.json
+++ b/models/signal_A_window.json
@@ -2,33 +2,33 @@
   "option": "A",
   "mode": "shrinking_window",
   "option_name": "Fixed Income / Alts",
-  "signal_date": "2026-03-23",
-  "last_data_date": "2026-03-20",
-  "generated_at": "2026-03-23T00:14:26.637459",
+  "signal_date": "2026-03-24",
+  "last_data_date": "2026-03-23",
+  "generated_at": "2026-03-24T09:21:21.432029",
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-    "PFF": 0.0027,
-    "MBB": 0.0021
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+    "LQD": 0.0065,
+    "HYG": 0.1718,
+    "VNQ": 0.0004,
+    "GLD": 0.797,
+    "SLV": 0.003,
+    "PFF": 0.0196,
+    "MBB": 0.0014
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-    "USD_INDEX": 120.55
+    "HY_SPREAD": 3.24,
+    "USD_INDEX": 120.28
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-  "trained_at": "2026-03-22T23:14:12.962927",
-  "winning_window": 2,
-  "winning_train_start": "2010-01-01",
+  "macro_stress": null,
+  "trained_at": "2026-03-24T08:31:57.103619",
+  "winning_window": 8,
+  "winning_train_start": "2022-01-01",
   "winning_train_end": "2024-12-31",
   "winning_loss": "sharpe",
-  "oos_ann_return": 0.4664,
-  "oos_sharpe": 1.9343
+  "oos_ann_return": 0.335,
+  "oos_sharpe": 2.8251
 }
\ No newline at end of file
diff --git a/models/signal_B.json b/models/signal_B.json
index f88ea6f9361bc9059947a01333eb9c447dd01ff2..76f71dd3dca4e4a7e88d4c7c47326771bddd1a92 100644
--- a/models/signal_B.json
+++ b/models/signal_B.json
@@ -2,35 +2,35 @@
   "option": "B",
   "mode": "fixed_split",
   "option_name": "Equity Sectors",
-  "signal_date": "2026-03-23",
-  "last_data_date": "2026-03-20",
-  "generated_at": "2026-03-23T00:14:26.872653",
+  "signal_date": "2026-03-24",
+  "last_data_date": "2026-03-23",
+  "generated_at": "2026-03-24T09:21:21.662922",
   "pick": "QQQ",
-  "conviction": 0.277,
+  "conviction": 0.7955,
   "weights": {
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-    "XLY": 0.1129,
-    "XLP": 0.068,
-    "XLU": 0.1345,
-    "GDX": 0.0217,
-    "XME": 0.013
+    "SPY": 0.0091,
+    "QQQ": 0.7955,
+    "XLK": 0.0397,
+    "XLF": 0.0033,
+    "XLE": 0.0007,
+    "XLV": 0.0925,
+    "XLI": 0.0026,
+    "XLY": 0.0303,
+    "XLP": 0.0149,
+    "XLU": 0.0104,
+    "GDX": 0.0008,
+    "XME": 0.0004
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   "regime_context": {
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+    "VIX": 26.78,
     "T10Y2Y": 0.51,
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-    "USD_INDEX": 120.55
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+    "USD_INDEX": 120.28
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-  "trained_at": "2026-03-22T22:45:32.217774",
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+  "trained_at": "2026-03-24T07:57:02.005882",
   "winning_loss": "sharpe",
-  "test_sharpe": 1.1685,
-  "test_ann_return": 0.1633,
-  "model_n_params": 130136
+  "test_sharpe": 1.0218,
+  "test_ann_return": 0.1841,
+  "model_n_params": 128920
 }
\ No newline at end of file
diff --git a/models/signal_B_window.json b/models/signal_B_window.json
index ce933ec1f35e1c3a6180d037c9519297bdbdb211..352cc1d7f55ec7fa5c5d34ed671de86f905df1a8 100644
--- a/models/signal_B_window.json
+++ b/models/signal_B_window.json
@@ -2,37 +2,37 @@
   "option": "B",
   "mode": "shrinking_window",
   "option_name": "Equity Sectors",
-  "signal_date": "2026-03-23",
-  "last_data_date": "2026-03-20",
-  "generated_at": "2026-03-23T00:14:27.107229",
-  "pick": "QQQ",
-  "conviction": 0.9384,
+  "signal_date": "2026-03-24",
+  "last_data_date": "2026-03-23",
+  "generated_at": "2026-03-24T09:21:21.901463",
+  "pick": "XLE",
+  "conviction": 0.5395,
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-    "XLI": 0.0011,
-    "XLY": 0.004,
-    "XLP": 0.0001,
-    "XLU": 0.0419,
-    "GDX": 0.0004,
-    "XME": 0.0012
+    "SPY": 0.0476,
+    "QQQ": 0.278,
+    "XLK": 0.0149,
+    "XLF": 0.0148,
+    "XLE": 0.5395,
+    "XLV": 0.0038,
+    "XLI": 0.0247,
+    "XLY": 0.0294,
+    "XLP": 0.0193,
+    "XLU": 0.0203,
+    "GDX": 0.006,
+    "XME": 0.0015
   },
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-    "VIX": 24.06,
+    "VIX": 26.78,
     "T10Y2Y": 0.51,
-    "HY_SPREAD": 3.27,
-    "USD_INDEX": 120.55
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-  "trained_at": "2026-03-23T00:14:23.179640",
-  "winning_window": 7,
-  "winning_train_start": "2020-01-01",
+  "macro_stress": null,
+  "trained_at": "2026-03-24T09:21:17.985151",
+  "winning_window": 8,
+  "winning_train_start": "2022-01-01",
   "winning_train_end": "2024-12-31",
   "winning_loss": "sharpe",
-  "oos_ann_return": 0.4522,
-  "oos_sharpe": 2.1622
+  "oos_ann_return": 0.2984,
+  "oos_sharpe": 1.7319
 }
\ No newline at end of file
diff --git a/models/signal_history_A.json b/models/signal_history_A.json
index 22bcabe72effd5323c13cfb4e38630e2355621f8..d249885d75941aa5f8c6e259adb5e2eeb35e855c 100644
--- a/models/signal_history_A.json
+++ b/models/signal_history_A.json
@@ -1,8 +1,8 @@
 [
   {
-    "signal_date": "2026-03-23",
+    "signal_date": "2026-03-24",
     "pick": "VNQ",
-    "conviction": 0.6893,
-    "generated_at": "2026-03-23T00:14:26.416586"
+    "conviction": 0.9993,
+    "generated_at": "2026-03-24T09:21:21.215486"
   }
 ]
\ No newline at end of file
diff --git a/models/signal_history_B.json b/models/signal_history_B.json
index 9097312258668be348cfbc7a94c218292097cbf5..11f2899947336ae137df9d375a8ae5d0d42b0e90 100644
--- a/models/signal_history_B.json
+++ b/models/signal_history_B.json
@@ -1,8 +1,8 @@
 [
   {
-    "signal_date": "2026-03-23",
+    "signal_date": "2026-03-24",
     "pick": "QQQ",
-    "conviction": 0.277,
-    "generated_at": "2026-03-23T00:14:26.872653"
+    "conviction": 0.7955,
+    "generated_at": "2026-03-24T09:21:21.662922"
   }
 ]
\ No newline at end of file