diff --git a/.gitattributes b/.gitattributes
index 54dd57d5c827c0b6eb4cd758c21a49a3053c2358..25db473259dcde0e2ef00e1b49043d8c9149015e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -441,3 +441,11 @@ sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_6.png filter=l
 sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_dermamnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/RetinaMNIST/20250817-145849_RetinaMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
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+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
diff --git a/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/README.md b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..90529827d197160a304eaca278372c3b6a460f26
--- /dev/null
+++ b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145849
+
+**Dataset:** RetinaMNIST
+
+**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/RetinaMNIST/20250817-145849_RetinaMNIST/config.json b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab9636c0d290c160b75417eb62bf5edf5539c30a
--- /dev/null
+++ b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/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": 5,
+  "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/RetinaMNIST/20250817-145849_RetinaMNIST/history.csv b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b136e15559be52d0963381fbd7da2e5b0f8941e0
--- /dev/null
+++ b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,6.756480019180863,0.16666666666666666,0.23,1.6140720579359267,3.2120081106821696,1.6344798653214065,0.6402132325702243,2.3189903647811323,0.4996289312839508
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+7,5.6718944443596735,0.2898148148148148,0.23,1.5768040630552504,2.657716300752428,1.138568737771776,0.059741027763596286,2.9283091615747523,0.5001693964004517
+8,5.642697143554687,0.30925925925925923,0.23,1.57830724451277,2.640333053800795,1.1243575087300053,0.07083581586678823,2.9261540801436814,0.5002284646034241
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diff --git a/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/history.json b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/history.json
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--- /dev/null
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+{
+  "ce": [
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+  "lambda": [
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+  "reg": [
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+  "test_acc": [
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+    0.23,
+    0.23,
+    0.23,
+    0.23,
+    0.23,
+    0.23,
+    0.23,
+    0.23,
+    0.23
+  ],
+  "train_acc": [
+    0.16666666666666666,
+    0.17962962962962964,
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+  "train_loss": [
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+    5.642697143554687,
+    5.633527483763518,
+    5.6244012373465075
+  ]
+}
\ No newline at end of file
diff --git a/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/manifest.json b/sweep/RetinaMNIST/20250817-145849_RetinaMNIST/manifest.json
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@@ -0,0 +1,38 @@
+{
+  "class_names": [
+    "0",
+    "1",
+    "2",
+    "3",
+    "4"
+  ],
+  "dataset_name": "RetinaMNIST",
+  "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": 16007
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 436665
+    }
+  },
+  "num_classes": 5,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 1,
+    "best_test_accuracy": 0.23
+  },
+  "subdirectory": "sweep/RetinaMNIST/20250817-145849_RetinaMNIST",
+  "timestamp": "20250817-145849"
+}
\ No newline at end of file
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