diff --git a/.gitattributes b/.gitattributes
index 25db473259dcde0e2ef00e1b49043d8c9149015e..e1fb5fff4f43d42af39fe452f9f6b059f8d588b3 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -449,3 +449,11 @@ sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_epoch_7.png f
 sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
 sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_dermamnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
diff --git a/sweep/BreastMNIST/20250817-145906_BreastMNIST/README.md b/sweep/BreastMNIST/20250817-145906_BreastMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..570cf2b5960b0bc7acdaf13707c0b207f946f26c
--- /dev/null
+++ b/sweep/BreastMNIST/20250817-145906_BreastMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145906
+
+**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/sweep/BreastMNIST/20250817-145906_BreastMNIST/config.json b/sweep/BreastMNIST/20250817-145906_BreastMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d3f0bf01beaa8bd622761c0c903cf485b5b7f71
--- /dev/null
+++ b/sweep/BreastMNIST/20250817-145906_BreastMNIST/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "all",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 10,
+  "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": "sweep",
+  "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": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 2,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 2,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": true,
+  "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/sweep/BreastMNIST/20250817-145906_BreastMNIST/history.csv b/sweep/BreastMNIST/20250817-145906_BreastMNIST/history.csv
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index 0000000000000000000000000000000000000000..79213a376417a313fa27b64081c71d544bd2a848
--- /dev/null
+++ b/sweep/BreastMNIST/20250817-145906_BreastMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,5.809463977813721,0.489010989010989,0.2692307692307692,0.7265010476112366,3.165543794631958,1.630245327949524,0.4460645914077759,2.4256691932678223,0.500249981880188
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diff --git a/sweep/BreastMNIST/20250817-145906_BreastMNIST/history.json b/sweep/BreastMNIST/20250817-145906_BreastMNIST/history.json
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--- /dev/null
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+{
+  "ce": [
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+  "lambda": [
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+  "test_acc": [
+    0.2692307692307692,
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+  "train_acc": [
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+  "train_loss": [
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+    4.154757022857666
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+}
\ No newline at end of file
diff --git a/sweep/BreastMNIST/20250817-145906_BreastMNIST/manifest.json b/sweep/BreastMNIST/20250817-145906_BreastMNIST/manifest.json
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@@ -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": {
+    "constellation": {
+      "params": 15689
+    },
+    "diagnostic_head": {
+      "params": 7681
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+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 3,
+    "best_test_accuracy": 0.7307692307692307
+  },
+  "subdirectory": "sweep/BreastMNIST/20250817-145906_BreastMNIST",
+  "timestamp": "20250817-145906"
+}
\ No newline at end of file
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