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--- a/.gitattributes
+++ b/.gitattributes
@@ -457,3 +457,22 @@ sweep/BreastMNIST/20250817-145906_BreastMNIST/plots/best_confusion_epoch_7.png f
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+sweep/OrganAMNIST/20250817-150020_OrganAMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
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+sweep/OrganAMNIST/20250817-150020_OrganAMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
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diff --git a/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/README.md b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4da70ebf88d1c347212124cb47397e268f5d5120
--- /dev/null
+++ b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-150020
+
+**Dataset:** OrganAMNIST
+
+**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/OrganAMNIST/20250817-150020_OrganAMNIST/config.json b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d479117d80f6a759f2b6e927ad7873fba2a21af3
--- /dev/null
+++ b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/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": 11,
+  "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/OrganAMNIST/20250817-150020_OrganAMNIST/history.csv b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef32d61c246246f28b5bf681efd62074f7729439
--- /dev/null
+++ b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,5.083547224804903,0.4187089493938254,0.3833952075599055,2.1460742604204435,2.0499643137366617,0.6493223754719332,0.08234164422257059,2.2995216590463246,0.5058048963546753
+2,4.101068542213414,0.6451202222157923,0.5705366182922713,1.8658536629166194,1.5710382409429788,0.37061750745335953,0.014730479374492577,2.9208612807153473,0.510028064250946
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+4,3.398684917088581,0.7138682329793699,0.6954663066711666,1.4563994580736825,1.3699496873036767,0.28409222100972475,0.0019467820954463511,2.8804887915605444,0.5139508843421936
+5,3.200063060967066,0.7346141604698938,0.7057036787040162,1.316491960413371,1.3237897286222355,0.2708207934354108,0.0011544532011376952,2.8884514545160207,0.5147071480751038
+6,3.057100811841011,0.7560834466595295,0.7057036787040162,1.2130239049799412,1.2920989871476936,0.26228659114215125,0.0005774411145958358,2.8963360025948877,0.5148376822471619
+7,2.962955849579282,0.7639246549579005,0.7054786815164811,1.1437986625992747,1.2714773668831296,0.2573781282745306,0.0003200438914654375,2.9026967050962913,0.5148065090179443
+8,2.90330133298485,0.7697115245507943,0.7098661266734165,1.0988950525450867,1.2591097589230489,0.25455962946674954,0.0002209156682712671,2.9071482538656106,0.514726459980011
+9,2.8726866330673033,0.7730679089146726,0.7120598492518844,1.075260101608896,1.2530498248152957,0.2533935074028616,0.00019624716170851085,2.9096357436585882,0.5146694779396057
+10,2.859155905756878,0.7714186510806978,0.7120598492518844,1.064259609750174,1.2508240220951043,0.25297711222164404,0.00019877718083692724,2.9107527598949505,0.514660120010376
diff --git a/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/history.json b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/history.json
new file mode 100644
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--- /dev/null
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+{
+  "ce": [
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+  "lambda": [
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+    0.510028064250946,
+    0.5124319791793823,
+    0.5139508843421936,
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+    0.5148065090179443,
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+    0.514660120010376
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+  "reg": [
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+    2.9208612807153473,
+    2.8895053235625183,
+    2.8804887915605444,
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+    2.9071482538656106,
+    2.9096357436585882,
+    2.9107527598949505
+  ],
+  "rose": [
+    0.6493223754719332,
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+    0.25455962946674954,
+    0.2533935074028616,
+    0.25297711222164404
+  ],
+  "test_acc": [
+    0.3833952075599055,
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+    0.6705478681516481,
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+    0.7054786815164811,
+    0.7098661266734165,
+    0.7120598492518844,
+    0.7120598492518844
+  ],
+  "train_acc": [
+    0.4187089493938254,
+    0.6451202222157923,
+    0.6912126385231909,
+    0.7138682329793699,
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+    0.7697115245507943,
+    0.7730679089146726,
+    0.7714186510806978
+  ],
+  "train_loss": [
+    5.083547224804903,
+    4.101068542213414,
+    3.6850260143178484,
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+    2.90330133298485,
+    2.8726866330673033,
+    2.859155905756878
+  ]
+}
\ No newline at end of file
diff --git a/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/manifest.json b/sweep/OrganAMNIST/20250817-150020_OrganAMNIST/manifest.json
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@@ -0,0 +1,44 @@
+{
+  "class_names": [
+    "bladder",
+    "femur-left",
+    "femur-right",
+    "heart",
+    "kidney-left",
+    "kidney-right",
+    "liver",
+    "lung-left",
+    "lung-right",
+    "pancreas",
+    "spleen"
+  ],
+  "dataset_name": "OrganAMNIST",
+  "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": 16967
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 11,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 9,
+    "best_test_accuracy": 0.7120598492518844
+  },
+  "subdirectory": "sweep/OrganAMNIST/20250817-150020_OrganAMNIST",
+  "timestamp": "20250817-150020"
+}
\ No newline at end of file
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