diff --git a/models/year_2025/option_b/base_models_GDX_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_GDX_MA10_2026-05-23.pkl
deleted file mode 100644
index 5e757429e5a191688bf340c02778c0ecb64cb01d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_GDX_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5cfc83b5a5f199a07ace017915401e7c977845a92074f651edbbee97c4d00071
-size 1006144
diff --git a/models/year_2025/option_b/base_models_GDX_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_GDX_MA3_2026-05-23.pkl
deleted file mode 100644
index 47581a97026113c76321d0bdd6c51e0a6488ed7e..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_GDX_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0d601699eb745d29cda5ce2b26b88920b6bfe571495c5af247ca928305a4ba56
-size 1350534
diff --git a/models/year_2025/option_b/base_models_GDX_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_GDX_MA5_2026-05-23.pkl
deleted file mode 100644
index 9bc4dfb68332c95c0a8c38f983927e5265605ebb..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_GDX_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9031aafda9fa173495fb3b9cae0b191b558929b7f6567dee3f855e925399a813
-size 1366072
diff --git a/models/year_2025/option_b/base_models_IWD_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWD_MA10_2026-05-23.pkl
deleted file mode 100644
index befea6b8bbe2d310d7e4479c3c4c5e2d6149bd77..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWD_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2663af9fe6c263c4778bbf961645ddb14afd56594815dc30c0257928c8f34532
-size 1312706
diff --git a/models/year_2025/option_b/base_models_IWD_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWD_MA3_2026-05-23.pkl
deleted file mode 100644
index 2aed33b1edd8a708cb74834aa13b41960a0f1ab7..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWD_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:35120f8ef0190d0b9695d07bdf0279e98da436f79496e49cafaa150dba81834e
-size 603942
diff --git a/models/year_2025/option_b/base_models_IWD_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWD_MA5_2026-05-23.pkl
deleted file mode 100644
index e533a96e7e680e84b045875185f8f00c185e091f..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWD_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aa58e152dfe0f3c099ab1269ee9460aefcb6a545e6c7022522889d6644192f2e
-size 1326479
diff --git a/models/year_2025/option_b/base_models_IWF_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWF_MA10_2026-05-23.pkl
deleted file mode 100644
index 4bd1922f545b365ae1a6362a9598fb9639738c4a..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWF_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:51d734df3cbea1933089e3a389ca61c582e08d12ecc4ebddcc4115cc2b538f5c
-size 1032507
diff --git a/models/year_2025/option_b/base_models_IWF_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWF_MA3_2026-05-23.pkl
deleted file mode 100644
index 8567efdb1e6e5ed44ed5d6dd9cc566e61ecd851e..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWF_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d04cd41433a3a642243443fac96f32254f7ebd8ef151c242975ff29752863559
-size 689183
diff --git a/models/year_2025/option_b/base_models_IWF_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWF_MA5_2026-05-23.pkl
deleted file mode 100644
index 79e4f6cb48783b7acd7f35a1bc7e43e5a999a3d8..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWF_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:47f1703b5f77a0cee1f71b77f45c6b5fe8cad1cdae971f9b30a81a3eed17ffde
-size 801924
diff --git a/models/year_2025/option_b/base_models_IWM_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWM_MA10_2026-05-23.pkl
deleted file mode 100644
index 18b829548ab17e7b7fe75d3410e8d3c4c46593f9..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWM_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a44be77bb94063916f132d9e623275754825ea6a849ef8ee3ef4e8bd22a70775
-size 1313077
diff --git a/models/year_2025/option_b/base_models_IWM_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWM_MA3_2026-05-23.pkl
deleted file mode 100644
index debb9983e67c0fbe92638ac6398cd5ed1788e121..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWM_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8363b7b0766f3c92f3794d5e4f4d6dcba3f5f29e0acdb9da2a1e11985438fee6
-size 792458
diff --git a/models/year_2025/option_b/base_models_IWM_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWM_MA5_2026-05-23.pkl
deleted file mode 100644
index dd717f7f0c114a3608afee3574fc6704ee6b23bc..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWM_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:08762223dd73e3ce28c6170c717eaea6a46005c1cc0df6ffd7d2f46427ffbb57
-size 848396
diff --git a/models/year_2025/option_b/base_models_IWO_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWO_MA10_2026-05-23.pkl
deleted file mode 100644
index fe502c71cec01596a8e5d4faaac057decccc998d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWO_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f8c97cf15e7e69474bcd1c9b648d3a33f57a80099dc6ef7a5b240f36e1bf122b
-size 1312770
diff --git a/models/year_2025/option_b/base_models_IWO_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWO_MA3_2026-05-23.pkl
deleted file mode 100644
index 4a65b8c48d27a04d8a9fa5e046e2095c323ca28b..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWO_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1f55fc28f367acabaa0dc4f471f71ab8789ba7d846c40a3fac9791f540b1f1c5
-size 1324998
diff --git a/models/year_2025/option_b/base_models_IWO_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_IWO_MA5_2026-05-23.pkl
deleted file mode 100644
index 1d4339bf8abb7b1f616a19e7ab5ef543136361ad..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_IWO_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2b8311b6953de48ea837982d6174f087359e48b4e6094eb09399cf2066f234f1
-size 792145
diff --git a/models/year_2025/option_b/base_models_QQQ_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_QQQ_MA10_2026-05-23.pkl
deleted file mode 100644
index 8457aa59b28133596585ed784764e781cd851ffd..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_QQQ_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:759719a71fb9bd892be251a2e6b8a0007ebd6ccd4cdc69b7ff0e797f2e6ed247
-size 846440
diff --git a/models/year_2025/option_b/base_models_QQQ_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_QQQ_MA3_2026-05-23.pkl
deleted file mode 100644
index 0475eb5602af3993d6321fc81f1a13b246d999ec..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_QQQ_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f9039268bd1db33ac84461e1ae417fc40a164767f27e36bc2ea959b16bf47bf5
-size 614252
diff --git a/models/year_2025/option_b/base_models_QQQ_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_QQQ_MA5_2026-05-23.pkl
deleted file mode 100644
index 05e508ba0f71c046c7b7c729eed4fca7760825d8..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_QQQ_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:10438dc2b9db7688a40fc45c3f217025570d9145040d8c778e7c27349ae8e91d
-size 1311480
diff --git a/models/year_2025/option_b/base_models_XBI_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XBI_MA10_2026-05-23.pkl
deleted file mode 100644
index ce3a9f855b58501983d5c894a5e5254aa61fa325..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XBI_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:be74095564b160c808fae91a8a9db2ef9ffdaca3b8d60ecee2b3351a45443870
-size 1318113
diff --git a/models/year_2025/option_b/base_models_XBI_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XBI_MA3_2026-05-23.pkl
deleted file mode 100644
index c98f6d985d6917133bb9ed595c7a2ef60fd1cf6d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XBI_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c1bdfcb14c7cd9c7053101eca14abe7f6f0f893ad79559093a672575a98478cf
-size 873814
diff --git a/models/year_2025/option_b/base_models_XBI_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XBI_MA5_2026-05-23.pkl
deleted file mode 100644
index ad9f01b2be375714c04f12217c25f88ff7504ab4..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XBI_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6e264093fcb112d7681cab48a853e10c44baf419f9810628ea92a42417fb3f1d
-size 1373235
diff --git a/models/year_2025/option_b/base_models_XLB_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLB_MA10_2026-05-23.pkl
deleted file mode 100644
index bd3ac5b0413a3d55d859da0c9b98833e06c4640b..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLB_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fe6690a74042ea63caf068f16fa064d8d120a9b7261ffc54c56cddc7a1ca128f
-size 1327445
diff --git a/models/year_2025/option_b/base_models_XLB_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLB_MA3_2026-05-23.pkl
deleted file mode 100644
index af1c3e03f010d4f826272a9001e25b9673dce1fd..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLB_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2123440b106142dd3afab5c1aee9f147b55220d80889ff7077e7d9efe69a98c1
-size 778050
diff --git a/models/year_2025/option_b/base_models_XLB_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLB_MA5_2026-05-23.pkl
deleted file mode 100644
index 3dfe5b994241459e7ab361790f9de8e9b019c190..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLB_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c34ca0ff5431d8bab3289bfd3c5f35f5305548d3213d93e3a116300735fece4a
-size 926410
diff --git a/models/year_2025/option_b/base_models_XLE_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLE_MA10_2026-05-23.pkl
deleted file mode 100644
index c1cb9a559fe9cd456f743f5553701c80fff33b05..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLE_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d3463d05f91d6e4a49e6b26e90d7dd63336cdd3bb5ad9e0b6a72fa163bdb29f3
-size 1326778
diff --git a/models/year_2025/option_b/base_models_XLE_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLE_MA3_2026-05-23.pkl
deleted file mode 100644
index 99878d58ce033a97e084186fa40cee46feaf19e7..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLE_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:34a2c725e56ba9815e98b26c232d63da20bde765bfc78e9362ac2196f94233c9
-size 849727
diff --git a/models/year_2025/option_b/base_models_XLE_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLE_MA5_2026-05-23.pkl
deleted file mode 100644
index f7ef2150fb272977caa658840c18fe04ed9927c2..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLE_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2d72ae2c72fcab1450bacb3c615c6fcf93cb5468f12ebf6c3a2a8ab6aa35130e
-size 956488
diff --git a/models/year_2025/option_b/base_models_XLF_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLF_MA10_2026-05-23.pkl
deleted file mode 100644
index 8086d300f56bdfa30365ce7a8ce5412656031d7d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLF_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4a55a8c5423749a58cafb3ef15570b58bb61b766ec9e7e749aae505889d08678
-size 1311823
diff --git a/models/year_2025/option_b/base_models_XLF_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLF_MA3_2026-05-23.pkl
deleted file mode 100644
index b01cb3d1e5fd9466c2ab8c01d4b247469691d3eb..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLF_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:367aba766d0324f2fdd5a030eb3efda936d61adec0f7be1e04e34995fefb9864
-size 713972
diff --git a/models/year_2025/option_b/base_models_XLF_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLF_MA5_2026-05-23.pkl
deleted file mode 100644
index e7c13b56cbc86799d2f1bd554422769ca0b22a4d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLF_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:937829bfdeaf2e3041249fb7e77db6582987179979b51d56784a12d0990a7fc0
-size 786390
diff --git a/models/year_2025/option_b/base_models_XLI_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLI_MA10_2026-05-23.pkl
deleted file mode 100644
index d2bcdb95d6e9a6be7d0bdc56cdae09dfcf894a9a..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLI_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:151a593812002712bb65097c7767f773adfbda62ad4d7929f75264aecce058ec
-size 1338461
diff --git a/models/year_2025/option_b/base_models_XLI_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLI_MA3_2026-05-23.pkl
deleted file mode 100644
index c37e1225eebc1f43dad74718b1399aee851731b4..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLI_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:81f6fcc157713bed756f7de6703bb57d2ea900b51d6cfeb1cbbf500e4735ba9c
-size 1324498
diff --git a/models/year_2025/option_b/base_models_XLI_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLI_MA5_2026-05-23.pkl
deleted file mode 100644
index 1b0b12e5d32c048e446ed5dd56ea11922703838f..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLI_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:72c5f0d67d1ed16035039c8c5f3723e3f0ce0b124c26c5dd1a990b086d895733
-size 1323358
diff --git a/models/year_2025/option_b/base_models_XLK_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLK_MA10_2026-05-23.pkl
deleted file mode 100644
index 03904e56b88758764705d5b353191b9195bb5736..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLK_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:61611462199a2bbc1736f56b7a3127f0f30f5d6df82c3c4a9be85614d65c4a79
-size 1355006
diff --git a/models/year_2025/option_b/base_models_XLK_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLK_MA3_2026-05-23.pkl
deleted file mode 100644
index cab5bc8f34d7ff411e4a6ff2c2ca20805076c4dc..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLK_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:322f7275826f061f60efb82b3188167d54461b93fcd743064e8bcb01de09a7be
-size 639417
diff --git a/models/year_2025/option_b/base_models_XLK_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLK_MA5_2026-05-23.pkl
deleted file mode 100644
index 273d47d9fd6310c34fcc282e555a8ae72a5f022d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLK_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:05da4c1bda757b57af71316957da79f9c012a042a5ba795cf283020eeb30b563
-size 765916
diff --git a/models/year_2025/option_b/base_models_XLP_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLP_MA10_2026-05-23.pkl
deleted file mode 100644
index ed8743ce36bacc95c297e81eca7ce240da2ba319..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLP_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:af64e221dfbd16fa6e88c3a0c064360da67eff2f39efb75561e8720e03f5b034
-size 1058356
diff --git a/models/year_2025/option_b/base_models_XLP_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLP_MA3_2026-05-23.pkl
deleted file mode 100644
index 223ab4030228a0705c2eb1b0a46de7ff76ed85ce..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLP_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a168d514fe1d3ad9b48f5c8a8b793b61b0df88bd7e055a1f3194cbcdbf943563
-size 1320133
diff --git a/models/year_2025/option_b/base_models_XLP_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLP_MA5_2026-05-23.pkl
deleted file mode 100644
index d1d4ede69baca435ed69a79869cb0b1c1837f618..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLP_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0a5de067f25b1e91ee8afbc03ee0a09aaa0afd7f1d776bf8175b677b84954981
-size 975528
diff --git a/models/year_2025/option_b/base_models_XLRE_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLRE_MA10_2026-05-23.pkl
deleted file mode 100644
index b87b032b5ce2a728bea0e5968ccf034a64e59799..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLRE_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c996380d534dda3776e94806ee2f53fa50e7483b3119e59468510e94d352cba8
-size 982450
diff --git a/models/year_2025/option_b/base_models_XLRE_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLRE_MA3_2026-05-23.pkl
deleted file mode 100644
index ce76378984d2d13d3fba7e58d14ee1f6eb9853a0..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLRE_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cd091cd7d6ba552c0d32f952ab8c04d332ef242ffe7e9589ed48857202ad3df7
-size 1322867
diff --git a/models/year_2025/option_b/base_models_XLRE_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLRE_MA5_2026-05-23.pkl
deleted file mode 100644
index 2da273b8305ed894c9e5c32d7d2927f2808423e0..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLRE_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b912a3a781def840c83916d151515a0c2af73dc9c40452f709b8cee161a3de64
-size 864391
diff --git a/models/year_2025/option_b/base_models_XLU_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLU_MA10_2026-05-23.pkl
deleted file mode 100644
index bbea3a8fa164c0be56e85b9ece5ee94b29c39e24..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLU_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cfa4ce8eefa0661eb3ae18674e780285446c24b35115a189307986031fee1bd8
-size 1000283
diff --git a/models/year_2025/option_b/base_models_XLU_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLU_MA3_2026-05-23.pkl
deleted file mode 100644
index eea836bf04cad82701be8790170538327edca059..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLU_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:77ff559a0594c6ae51af6aa1b7dea56e1be35f2aba93043db55911a44fe07921
-size 916331
diff --git a/models/year_2025/option_b/base_models_XLU_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLU_MA5_2026-05-23.pkl
deleted file mode 100644
index 224f04c051e9a79793960578c33f5b99468eada9..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLU_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9ef3125cfdb7ab9f2a4db0944a838ab30ad49044719fb1a42f979b51cff5b01a
-size 1360560
diff --git a/models/year_2025/option_b/base_models_XLV_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLV_MA10_2026-05-23.pkl
deleted file mode 100644
index 704c7387749885d9fae6f52e75559a8004c680ae..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLV_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5ed7238b51beea799e5bc7df4d64ea217334bf749a5b9686251b148c38a78cb2
-size 944135
diff --git a/models/year_2025/option_b/base_models_XLV_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLV_MA3_2026-05-23.pkl
deleted file mode 100644
index b03a0cbd97fd7490fb4483870775df0ab326435c..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLV_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:97595e0d5b466c52de9abf85d246a184c44b972289f766b2aa6d1a8e91144233
-size 772561
diff --git a/models/year_2025/option_b/base_models_XLV_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLV_MA5_2026-05-23.pkl
deleted file mode 100644
index 8e026154c746782195dc08e5f34e0e9a79cfac76..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLV_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4e59c6e3083dab9b4c972d6cbe7af473892f99e5ebb6d7e8d8dc97e64775eb26
-size 863709
diff --git a/models/year_2025/option_b/base_models_XLY_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLY_MA10_2026-05-23.pkl
deleted file mode 100644
index b5b04fec30879de7b4ef5eae67fc26264bc24b5d..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLY_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1c9519d6b8e11e8055a55ced1031e1928ac0d830721858221ebc008c959d38db
-size 1358104
diff --git a/models/year_2025/option_b/base_models_XLY_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLY_MA3_2026-05-23.pkl
deleted file mode 100644
index f8a620835422dc95df4d1c9901cb8d31745cc9ed..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLY_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d6f3e23a4c77d9fd1d273dfa449c474bea52a0a5de6a6d6a85e2b9ef63ea68fa
-size 697279
diff --git a/models/year_2025/option_b/base_models_XLY_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XLY_MA5_2026-05-23.pkl
deleted file mode 100644
index 70fd2f49279a30a4f22e20aa76dead9c3035b7bc..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XLY_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:daddd533231c6db19641de122e9cdf02c61718e01284a6171c34da4384706d55
-size 804370
diff --git a/models/year_2025/option_b/base_models_XME_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XME_MA10_2026-05-23.pkl
deleted file mode 100644
index 2a2ec7125a77ed279d212e0da56b30d341f54f65..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XME_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:078cf187fd4c8fa38b988d3208706ffbdb43d302ddf886c570f0945217241da2
-size 1319082
diff --git a/models/year_2025/option_b/base_models_XME_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XME_MA3_2026-05-23.pkl
deleted file mode 100644
index b2ce4c031efb82facfff8ba5a3d9af10b68bbd61..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XME_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0e0503de17e2e85bc3fcb536cbe1b7f621a64ba67550e1e64088a65f5bfee903
-size 806568
diff --git a/models/year_2025/option_b/base_models_XME_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XME_MA5_2026-05-23.pkl
deleted file mode 100644
index 20d0a896599be81ac257ac943af2aae8282a3d9c..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XME_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:737625fb4c4cf97f378a440b6e62f8cc57f1e2572cddf3bfdafe009ebafc45c9
-size 823545
diff --git a/models/year_2025/option_b/base_models_XSD_MA10_2026-05-23.pkl b/models/year_2025/option_b/base_models_XSD_MA10_2026-05-23.pkl
deleted file mode 100644
index b5558e619c4f2c4ae53589ddcbf779f8bd3f5c14..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XSD_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8cc866eb11e186c3ab39f51726157fad59cfa590e2cb62c06b894783364c84c2
-size 905779
diff --git a/models/year_2025/option_b/base_models_XSD_MA3_2026-05-23.pkl b/models/year_2025/option_b/base_models_XSD_MA3_2026-05-23.pkl
deleted file mode 100644
index c65a1d7231c7bd4eb045a7d11f310def72a7d067..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XSD_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:25fc4d4f4b7b1940bac7cffc86cd6e693a815b952fc3d8c1df97e5f1ba12290e
-size 1311302
diff --git a/models/year_2025/option_b/base_models_XSD_MA5_2026-05-23.pkl b/models/year_2025/option_b/base_models_XSD_MA5_2026-05-23.pkl
deleted file mode 100644
index c90923f100a29a7113f5112d74eae1690993eb5c..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/base_models_XSD_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:79113f9202b0d40fd4e8378fa117dfb60ccd1d623c52912317b3144f03efc594
-size 1351106
diff --git a/models/year_2025/option_b/best_model_2026-05-23.json b/models/year_2025/option_b/best_model_2026-05-23.json
deleted file mode 100644
index 9d1923e68251e88d8b6e85e04750dc231c1a913e..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/best_model_2026-05-23.json
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "best_ma_window": 10,
-  "val_returns": {
-    "3": -0.430174,
-    "5": -0.443825,
-    "10": -0.259697
-  },
-  "oos_returns": {
-    "3": 0.742595,
-    "5": 0.20577,
-    "10": 0.060571
-  },
-  "ma3_val_ann_return": -0.43017436953433297,
-  "ma5_val_ann_return": -0.44382457884940774,
-  "start_year": 2025,
-  "run_date": "2026-05-23",
-  "last_trained": "2026-05-23",
-  "option": "b"
-}
\ No newline at end of file
diff --git a/models/year_2025/option_b/dtw_matrix_MA10_2026-05-23.npy b/models/year_2025/option_b/dtw_matrix_MA10_2026-05-23.npy
deleted file mode 100644
index 2ddbac1f367208559b9dcdad4787e1798a8b1613..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/dtw_matrix_MA10_2026-05-23.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7f6f7fdab77ba89f7e2e4f8e6451d0f340be254d0e0020a5a2c98207182449df
-size 3016
diff --git a/models/year_2025/option_b/dtw_matrix_MA3_2026-05-23.npy b/models/year_2025/option_b/dtw_matrix_MA3_2026-05-23.npy
deleted file mode 100644
index 2ddbac1f367208559b9dcdad4787e1798a8b1613..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/dtw_matrix_MA3_2026-05-23.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7f6f7fdab77ba89f7e2e4f8e6451d0f340be254d0e0020a5a2c98207182449df
-size 3016
diff --git a/models/year_2025/option_b/dtw_matrix_MA5_2026-05-23.npy b/models/year_2025/option_b/dtw_matrix_MA5_2026-05-23.npy
deleted file mode 100644
index 2ddbac1f367208559b9dcdad4787e1798a8b1613..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/dtw_matrix_MA5_2026-05-23.npy
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7f6f7fdab77ba89f7e2e4f8e6451d0f340be254d0e0020a5a2c98207182449df
-size 3016
diff --git a/models/year_2025/option_b/transfer_voting_MA10_2026-05-23.pkl b/models/year_2025/option_b/transfer_voting_MA10_2026-05-23.pkl
deleted file mode 100644
index 22f2208eee7071db0f588abceba441ee3d01227a..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/transfer_voting_MA10_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:66795b798a011db26f775e5e98893dfb61d830ba204733b29a6e12abb0c543f5
-size 22330048
diff --git a/models/year_2025/option_b/transfer_voting_MA3_2026-05-23.pkl b/models/year_2025/option_b/transfer_voting_MA3_2026-05-23.pkl
deleted file mode 100644
index 58a0eb911c1070ca201d86608a592f47830c35bf..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/transfer_voting_MA3_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:07092ab7748f468b6b548bb5a710c705f70e96234e81c676d0cbfa60d1c8e6f4
-size 17662352
diff --git a/models/year_2025/option_b/transfer_voting_MA5_2026-05-23.pkl b/models/year_2025/option_b/transfer_voting_MA5_2026-05-23.pkl
deleted file mode 100644
index 0f19b8c513b57e66e146a4dc3d04a2f8ac72ffb2..0000000000000000000000000000000000000000
--- a/models/year_2025/option_b/transfer_voting_MA5_2026-05-23.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:827ba9540039a0d7ea0facb31506b46c5113d35a9c1827268dae68f10518ad6a
-size 19581984