diff --git a/.gitattributes b/.gitattributes
index 3b2da3247dafb1e767f6713c6629253303c57ea4..bc0a41fc28f62dea3d5a933c87d2cf27b4515a4c 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -201,3 +201,27 @@ pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_6.png filter=lfs diff=
 pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 pathMNIST/20250817-135614_pathMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+pathMNIST/20250817-140236_pathMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
diff --git a/pathMNIST/20250817-140236_pathMNIST/README.md b/pathMNIST/20250817-140236_pathMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e6e6959ec6c36cd46b09ff1bdfebfd6aaa0234fa
--- /dev/null
+++ b/pathMNIST/20250817-140236_pathMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-140236
+
+**Dataset:** pathMNIST
+
+**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/pathMNIST/20250817-140236_pathMNIST/config.json b/pathMNIST/20250817-140236_pathMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0fd0f88bdbc4f1ebdafc78cd527abdc143b9060
--- /dev/null
+++ b/pathMNIST/20250817-140236_pathMNIST/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 112,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "pathMNIST",
+  "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": 0.001,
+  "normalize": true,
+  "note": "This should be a more efficient variation, I had accidentally resized the last to 32 instead of leaving it the correct size.",
+  "num_classes": 9,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 1,
+  "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/pathMNIST/20250817-140236_pathMNIST/history.csv b/pathMNIST/20250817-140236_pathMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fcaa03a7f162579a90881ecad1ef6067a02d3ab1
--- /dev/null
+++ b/pathMNIST/20250817-140236_pathMNIST/history.csv
@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.659859115131442,0.5601471176496733,0.6690807799442897,1.8106153360223383,1.9358907711495823,0.695668788773573,0.06495728216298056,2.1118848916715907,0.5078087449073792
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diff --git a/pathMNIST/20250817-140236_pathMNIST/history.json b/pathMNIST/20250817-140236_pathMNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ada198d08219ad3d0252a3e29b73ea0b428da43
--- /dev/null
+++ b/pathMNIST/20250817-140236_pathMNIST/history.json
@@ -0,0 +1,200 @@
+{
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+}
\ No newline at end of file
diff --git a/pathMNIST/20250817-140236_pathMNIST/manifest.json b/pathMNIST/20250817-140236_pathMNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..af83733b2d4e1ba76b0f546869d738e89733a570
--- /dev/null
+++ b/pathMNIST/20250817-140236_pathMNIST/manifest.json
@@ -0,0 +1,42 @@
+{
+  "class_names": [
+    "adipose",
+    "background",
+    "debris",
+    "lymphocytes",
+    "mucus",
+    "smooth muscle",
+    "normal colon mucosa",
+    "cancer-associated stroma",
+    "colorectal adenocarcinoma epithelium"
+  ],
+  "dataset_name": "pathMNIST",
+  "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": 59545
+    },
+    "diagnostic_head": {
+      "params": 14849
+    },
+    "encoder": {
+      "params": 1021361
+    }
+  },
+  "num_classes": 9,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 10,
+    "best_test_accuracy": 0.8220055710306406
+  },
+  "subdirectory": "pathMNIST/20250817-140236_pathMNIST",
+  "timestamp": "20250817-140236"
+}
\ No newline at end of file
diff --git a/pathMNIST/20250817-140236_pathMNIST/plots/accuracy.png b/pathMNIST/20250817-140236_pathMNIST/plots/accuracy.png
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diff --git a/pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png b/pathMNIST/20250817-140236_pathMNIST/plots/best_confusion_epoch_10.png
new file mode 100644
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