diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..500a6ba3bf0b1db9f15ebdb109bde9fb44e99345 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,24 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
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+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+FashionMNIST/20250817-124513_FashionMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
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diff --git a/FashionMNIST/20250817-124513_FashionMNIST/README.md b/FashionMNIST/20250817-124513_FashionMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..bbad4f8b5b449e0ac4579ef767131848efa5069d
--- /dev/null
+++ b/FashionMNIST/20250817-124513_FashionMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-124513
+
+**Dataset:** FashionMNIST
+
+**Contents**
+- `weights/*.safetensors` — encoder, constellation, diagnostic head
+- `config.json`, `manifest.json`
+- `history.json` / `history.csv`
+- `tensorboard/` (and `tensorboard_events.zip`)
+- `plots/` — accuracy, loss, λ, confusion
diff --git a/FashionMNIST/20250817-124513_FashionMNIST/config.json b/FashionMNIST/20250817-124513_FashionMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..56da189a8ca849f57851bb90f4f3716b4697cf9c
--- /dev/null
+++ b/FashionMNIST/20250817-124513_FashionMNIST/config.json
@@ -0,0 +1,40 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 2048,
+  "channels": 12,
+  "dataset": "FashionMNIST",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 20,
+  "hf_dataset_dir_template": "{dataset}",
+  "hf_preserve_case": true,
+  "hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "hf_run_dir_template": "{ts}_{dataset}",
+  "hf_subdir_root": "",
+  "hf_weight_suffix_dataset": true,
+  "img_channels": "auto",
+  "img_size": 28,
+  "input_channels": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.005,
+  "normalize": true,
+  "num_classes": 10,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 5,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 42,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": false,
+  "temp": 0.7,
+  "w_ce": 1.0,
+  "w_diag": 0.1,
+  "w_dual": 1.0,
+  "w_reg": 0.1,
+  "w_rose": 1.0,
+  "weight_decay": 1e-05
+}
\ No newline at end of file
diff --git a/FashionMNIST/20250817-124513_FashionMNIST/history.csv b/FashionMNIST/20250817-124513_FashionMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ae8c745d6125eed07fc74d89e585bffbbd31940d
--- /dev/null
+++ b/FashionMNIST/20250817-124513_FashionMNIST/history.csv
@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.581045346577962,0.65505,0.569,1.79536578057607,1.906296786371867,0.6232063512643178,0.1682295754313469,2.393534343846639,0.5252201557159424
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diff --git a/FashionMNIST/20250817-124513_FashionMNIST/history.json b/FashionMNIST/20250817-124513_FashionMNIST/history.json
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+{
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\ No newline at end of file
diff --git a/FashionMNIST/20250817-124513_FashionMNIST/manifest.json b/FashionMNIST/20250817-124513_FashionMNIST/manifest.json
new file mode 100644
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--- /dev/null
+++ b/FashionMNIST/20250817-124513_FashionMNIST/manifest.json
@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "fashion-T-shirt/top",
+    "fashion-Trouser",
+    "fashion-Pullover",
+    "fashion-Dress",
+    "fashion-Coat",
+    "fashion-Sandal",
+    "fashion-Shirt",
+    "fashion-Sneaker",
+    "fashion-Bag",
+    "fashion-Ankle boot"
+  ],
+  "dataset_name": "FashionMNIST",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_device": "NVIDIA A100-SXM4-40GB",
+    "memory_gb": 83.48,
+    "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
+    "torch": "2.6.0+cu124"
+  },
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+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 255393
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 19,
+    "best_test_accuracy": 0.9261
+  },
+  "subdirectory": "FashionMNIST/20250817-124513_FashionMNIST",
+  "timestamp": "20250817-124513"
+}
\ No newline at end of file
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