diff --git a/.gitattributes b/.gitattributes
index a673c7d4bd5227af47ca6b6058b183389582357a..8c10145918c03a4be603bbfe223d8bed780e8801 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -336,3 +336,5 @@ breastmnist/20250817-143503_breastmnist/plots/best_confusion_epoch_19.png filter
 breastmnist/20250817-143503_breastmnist/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 breastmnist/20250817-143604_breastmnist/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
 breastmnist/20250817-143604_breastmnist/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+breastmnist/20250817-143710_breastmnist/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+breastmnist/20250817-143710_breastmnist/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
diff --git a/breastmnist/20250817-143710_breastmnist/README.md b/breastmnist/20250817-143710_breastmnist/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..18dd4c9da028002e501265133e3da182f53cb2c1
--- /dev/null
+++ b/breastmnist/20250817-143710_breastmnist/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-143710
+
+**Dataset:** breastmnist
+
+**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/breastmnist/20250817-143710_breastmnist/config.json b/breastmnist/20250817-143710_breastmnist/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..04580e1524e59caf6cb8a6f57af4f1b04950b96c
--- /dev/null
+++ b/breastmnist/20250817-143710_breastmnist/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 32,
+  "channels": 24,
+  "dataset": "breastmnist",
+  "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": 0.0001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 2,
+  "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/breastmnist/20250817-143710_breastmnist/history.csv b/breastmnist/20250817-143710_breastmnist/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ca960bc3bfcb275526c767d2169180cc01570b57
--- /dev/null
+++ b/breastmnist/20250817-143710_breastmnist/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/breastmnist/20250817-143710_breastmnist/history.json b/breastmnist/20250817-143710_breastmnist/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c5dbcbf38157cb08c72db07a5fc24186ec1302a
--- /dev/null
+++ b/breastmnist/20250817-143710_breastmnist/history.json
@@ -0,0 +1,200 @@
+{
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+}
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diff --git a/breastmnist/20250817-143710_breastmnist/manifest.json b/breastmnist/20250817-143710_breastmnist/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5fd76689881580a6764831da7ee47e09b169b88
--- /dev/null
+++ b/breastmnist/20250817-143710_breastmnist/manifest.json
@@ -0,0 +1,35 @@
+{
+  "class_names": [
+    "malignant",
+    "normal, benign"
+  ],
+  "dataset_name": "breastmnist",
+  "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": {
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+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 19,
+    "best_test_accuracy": 0.7756410256410257
+  },
+  "subdirectory": "breastmnist/20250817-143710_breastmnist",
+  "timestamp": "20250817-143710"
+}
\ No newline at end of file
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