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index 44d4ede9121a4178bec1d96837731146fbd1357b..bdce59a1806a6b13368ae09577bd49e83e29eeed 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -494,3 +494,24 @@ sweep/OrganCMNIST/20250817-150105_OrganCMNIST/plots/confusion_epoch_6.png filter
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diff --git a/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/README.md b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c06ee24594d69a8c8e6e2b628a2ac80bf0c43d8f
--- /dev/null
+++ b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-150157
+
+**Dataset:** OrganSMNIST
+
+**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/OrganSMNIST/20250817-150157_OrganSMNIST/config.json b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d479117d80f6a759f2b6e927ad7873fba2a21af3
--- /dev/null
+++ b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/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/OrganSMNIST/20250817-150157_OrganSMNIST/history.csv b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..008e9055cd15e2460137e6e49ec1eacfebd656f1
--- /dev/null
+++ b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,6.172730457361765,0.3067757680160781,0.32196669310071374,2.2664277930729284,2.555206617814797,1.0976438690217583,0.0531672869971813,2.481355431570666,0.5010632872581482
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+6,3.8297801837132575,0.6098191214470284,0.5266795060609494,1.7089055010275083,1.4598785859224888,0.3633057652038642,0.00843010856383599,2.9684728674597003,0.5084336400032043
+7,3.7287194433138353,0.6154177433247201,0.5375552282768777,1.6639201026040864,1.4221379400292176,0.3452063697081957,0.006339837664493902,2.9682104556751496,0.5087010860443115
+8,3.6497499955100916,0.617786391042205,0.5469581964427326,1.631820274980596,1.3912033571308453,0.3295104738507776,0.0048435950410310865,2.967315184601141,0.508807897567749
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diff --git a/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/history.json b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/history.json
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@@ -0,0 +1,110 @@
+{
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+  "train_acc": [
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+    3.6135049812964177,
+    3.5947299936602866
+  ]
+}
\ No newline at end of file
diff --git a/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/manifest.json b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2f018ac1246fe1a9b63a10a03f4d3e1a1f28a79
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+++ b/sweep/OrganSMNIST/20250817-150157_OrganSMNIST/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": "OrganSMNIST",
+  "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": 0.5521694800045316
+  },
+  "subdirectory": "sweep/OrganSMNIST/20250817-150157_OrganSMNIST",
+  "timestamp": "20250817-150157"
+}
\ No newline at end of file
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