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--- a/.gitattributes
+++ b/.gitattributes
@@ -476,3 +476,21 @@ sweep/OrganAMNIST/20250817-150020_OrganAMNIST/plots/confusion_epoch_6.png filter
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+sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/best_confusion_dermamnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
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+sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/best_confusion_organcmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
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diff --git a/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/README.md b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..803710571476cc8253f5cd5316bfae3971276f9d
--- /dev/null
+++ b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-150105
+
+**Dataset:** OrganCMNIST
+
+**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/OrganCMNIST/20250817-150105_OrganCMNIST/config.json b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d479117d80f6a759f2b6e927ad7873fba2a21af3
--- /dev/null
+++ b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/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/OrganCMNIST/20250817-150105_OrganCMNIST/history.csv b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f3b18d18cdeb8459dba2e1f1a1c0730b46f5d38
--- /dev/null
+++ b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,5.95384276296362,0.2926396917148362,0.06682083739045765,2.2938002896722343,2.45907867137637,0.9674680688339851,0.09214784254199737,2.2428103496389813,0.5008055567741394
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+4,4.251947992394655,0.7333333333333333,0.4762658227848101,1.8953601618033613,1.6651479121301904,0.3969657376138691,0.012784323491199168,2.9319579466781174,0.5027469396591187
+5,4.087966125502981,0.7677071290944123,0.6678432327166505,1.820736430136914,1.6081242162965397,0.36598121675452744,0.008872234317436384,2.9223703771197957,0.5034286975860596
+6,3.973550397380469,0.7928323699421965,0.7742210321324245,1.76153875621068,1.57123409453155,0.34864896018151376,0.006931186628479489,2.914353758696187,0.5035523176193237
+7,3.8858796084960763,0.8087861271676301,0.7861489776046738,1.7179802214341358,1.542373042924326,0.3338708929427557,0.005335410891965692,2.9112191959704505,0.5038045644760132
+8,3.8332425666911982,0.8242003853564547,0.7923563777994158,1.6906267140871758,1.5252662423672245,0.32590861242630575,0.004541186739965153,2.909869083173013,0.503860354423523
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diff --git a/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/history.json b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/history.json
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--- /dev/null
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@@ -0,0 +1,110 @@
+{
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+  "test_acc": [
+    0.06682083739045765,
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+  "train_acc": [
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+  "train_loss": [
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+    3.805144867961347,
+    3.7848385695823126
+  ]
+}
\ No newline at end of file
diff --git a/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/manifest.json b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/manifest.json
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index 0000000000000000000000000000000000000000..59ffa0ab65ec04fa84e40382317ccf2dc17c3b9d
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+++ b/sweep/OrganCMNIST/20250817-150105_OrganCMNIST/manifest.json
@@ -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": "OrganCMNIST",
+  "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": 10,
+    "best_test_accuracy": 0.7930866601752677
+  },
+  "subdirectory": "sweep/OrganCMNIST/20250817-150105_OrganCMNIST",
+  "timestamp": "20250817-150105"
+}
\ No newline at end of file
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