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+++ b/.gitattributes
@@ -392,3 +392,20 @@ sweep/BloodMNIST/20250817-145323_BloodMNIST/plots/confusion_epoch_6.png filter=l
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 sweep/BloodMNIST/20250817-145323_BloodMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/PathMNIST/20250817-145534_PathMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
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diff --git a/sweep/PathMNIST/20250817-145534_PathMNIST/README.md b/sweep/PathMNIST/20250817-145534_PathMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..01f8fd510cc8cda36942a1479da978c90a677895
--- /dev/null
+++ b/sweep/PathMNIST/20250817-145534_PathMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145534
+
+**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/sweep/PathMNIST/20250817-145534_PathMNIST/config.json b/sweep/PathMNIST/20250817-145534_PathMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c5fee55d1ae7b9d163204d9bf7bfade7199b87d
--- /dev/null
+++ b/sweep/PathMNIST/20250817-145534_PathMNIST/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": 3,
+  "input_dim": 2352,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 9,
+  "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/PathMNIST/20250817-145534_PathMNIST/history.csv b/sweep/PathMNIST/20250817-145534_PathMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2c3cd663f41fe08d9caaefed7f77cce1b554fba
--- /dev/null
+++ b/sweep/PathMNIST/20250817-145534_PathMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.76697476326961,0.5239788435041557,0.556267409470752,1.834132898181824,2.022315386035844,0.679046687420074,0.03567222101306156,2.2791257875697593,0.5085620880126953
+2,3.805679629551495,0.7125205564691764,0.7635097493036211,1.4104489799054274,1.6357414600154951,0.46700188813222676,0.025816646320244895,2.899056371262171,0.5099840760231018
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+4,2.961460610369406,0.8071358727054536,0.7605849582172702,0.8742061301869145,1.4048435992519348,0.3827922274348015,0.02019372387536314,2.9759928380188887,0.5109437704086304
+5,2.719874358154932,0.8406151384505978,0.6445682451253482,0.7256606478013751,1.3360384497262514,0.35699911042501503,0.017188506761052602,2.994573049902614,0.5112648010253906
+6,2.565144560295633,0.8578381261389395,0.8100278551532033,0.6322626072124108,1.2908855279692915,0.3401204078079536,0.015133911289295886,3.003626186098807,0.5112323760986328
+7,2.4545914435038023,0.8854615760700476,0.7649025069637883,0.5678734811174959,1.2578527622421274,0.32653978372675624,0.013601351989453617,3.0096525540642856,0.5109835863113403
+8,2.366635053071654,0.8982176985643806,0.7928969359331476,0.5219542185350695,1.2280405562074137,0.3139986615124488,0.012021459180137648,3.0143945516493647,0.5109156370162964
+9,2.303855140737239,0.9071403173474377,0.8137883008356546,0.49059989278149807,1.2071157592927897,0.3036403578079257,0.010546445037285116,3.0144449008762098,0.5108353495597839
+10,2.266376496092511,0.9122961020489799,0.8051532033426184,0.4730603617386551,1.1936217253830936,0.29724500878709514,0.009810892413412327,3.0146831504355176,0.5107978582382202
diff --git a/sweep/PathMNIST/20250817-145534_PathMNIST/history.json b/sweep/PathMNIST/20250817-145534_PathMNIST/history.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,110 @@
+{
+  "ce": [
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+    1.4104489799054274,
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+    0.5219542185350695,
+    0.49059989278149807,
+    0.4730603617386551
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+  "diag": [
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+  ],
+  "lambda": [
+    0.5085620880126953,
+    0.5099840760231018,
+    0.5104337930679321,
+    0.5109437704086304,
+    0.5112648010253906,
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+    0.5109156370162964,
+    0.5108353495597839,
+    0.5107978582382202
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+  "reg": [
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+    2.942961456860546,
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+    3.0143945516493647,
+    3.0144449008762098,
+    3.0146831504355176
+  ],
+  "rose": [
+    0.679046687420074,
+    0.46700188813222676,
+    0.41820804457716626,
+    0.3827922274348015,
+    0.35699911042501503,
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+    0.32653978372675624,
+    0.3139986615124488,
+    0.3036403578079257,
+    0.29724500878709514
+  ],
+  "test_acc": [
+    0.556267409470752,
+    0.7635097493036211,
+    0.7764623955431755,
+    0.7605849582172702,
+    0.6445682451253482,
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+    0.7649025069637883,
+    0.7928969359331476,
+    0.8137883008356546,
+    0.8051532033426184
+  ],
+  "train_acc": [
+    0.5239788435041557,
+    0.7125205564691764,
+    0.7735010444908662,
+    0.8071358727054536,
+    0.8406151384505978,
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+    0.8854615760700476,
+    0.8982176985643806,
+    0.9071403173474377,
+    0.9122961020489799
+  ],
+  "train_loss": [
+    4.76697476326961,
+    3.805679629551495,
+    3.310029319511148,
+    2.961460610369406,
+    2.719874358154932,
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+    2.4545914435038023,
+    2.366635053071654,
+    2.303855140737239,
+    2.266376496092511
+  ]
+}
\ No newline at end of file
diff --git a/sweep/PathMNIST/20250817-145534_PathMNIST/manifest.json b/sweep/PathMNIST/20250817-145534_PathMNIST/manifest.json
new file mode 100644
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+++ b/sweep/PathMNIST/20250817-145534_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": 16599
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 436665
+    }
+  },
+  "num_classes": 9,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 9,
+    "best_test_accuracy": 0.8137883008356546
+  },
+  "subdirectory": "sweep/PathMNIST/20250817-145534_PathMNIST",
+  "timestamp": "20250817-145534"
+}
\ No newline at end of file
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