diff --git a/.gitattributes b/.gitattributes
index 0a008830b8703202fea7f9c411cbf639c896c4b6..85ba290243d0e8c5377f034f652e7bf167b6c4a7 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -283,3 +283,27 @@ DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_6.png filter=lfs dif
 DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/best_confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
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+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142301_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
diff --git a/DermaMNIST/20250817-142301_DermaMNIST/README.md b/DermaMNIST/20250817-142301_DermaMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4a103c3421eee40bbc18d18527d19b97153cb04c
--- /dev/null
+++ b/DermaMNIST/20250817-142301_DermaMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-142301
+
+**Dataset:** DermaMNIST
+
+**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/DermaMNIST/20250817-142301_DermaMNIST/config.json b/DermaMNIST/20250817-142301_DermaMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..77681a713016c76a57d6c16ed7156b1ae21910da
--- /dev/null
+++ b/DermaMNIST/20250817-142301_DermaMNIST/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 256,
+  "channels": 12,
+  "dataset": "DermaMNIST",
+  "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": 3,
+  "input_dim": 2352,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.0001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 7,
+  "num_heads": 4,
+  "num_pentachoron_pairs": 5,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "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/DermaMNIST/20250817-142301_DermaMNIST/history.csv b/DermaMNIST/20250817-142301_DermaMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0cfb0cb0ef7f0c6c702261b9d085894b522c00df
--- /dev/null
+++ b/DermaMNIST/20250817-142301_DermaMNIST/history.csv
@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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diff --git a/DermaMNIST/20250817-142301_DermaMNIST/history.json b/DermaMNIST/20250817-142301_DermaMNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3c3adacdd107d03e37a7d37c9b39e9ff9db99fe
--- /dev/null
+++ b/DermaMNIST/20250817-142301_DermaMNIST/history.json
@@ -0,0 +1,200 @@
+{
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+}
\ No newline at end of file
diff --git a/DermaMNIST/20250817-142301_DermaMNIST/manifest.json b/DermaMNIST/20250817-142301_DermaMNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed6322ed15355c5ba977b5e1f9973ef1e62eabb4
--- /dev/null
+++ b/DermaMNIST/20250817-142301_DermaMNIST/manifest.json
@@ -0,0 +1,40 @@
+{
+  "class_names": [
+    "actinic keratoses and intraepithelial carcinoma",
+    "basal cell carcinoma",
+    "benign keratosis-like lesions",
+    "dermatofibroma",
+    "melanoma",
+    "melanocytic nevi",
+    "vascular lesions"
+  ],
+  "dataset_name": "DermaMNIST",
+  "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"
+  },
+  "models": {
+    "constellation": {
+      "params": 18289
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 258777
+    }
+  },
+  "num_classes": 7,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 19,
+    "best_test_accuracy": 0.6763092269326684
+  },
+  "subdirectory": "DermaMNIST/20250817-142301_DermaMNIST",
+  "timestamp": "20250817-142301"
+}
\ No newline at end of file
diff --git a/DermaMNIST/20250817-142301_DermaMNIST/plots/accuracy.png b/DermaMNIST/20250817-142301_DermaMNIST/plots/accuracy.png
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