diff --git a/.gitattributes b/.gitattributes
index 5494ffb23df102fa8131453f7c5c5c6fca4625eb..9a94047dac35ee0330c04efcba3e1293303e87b8 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -98,3 +98,25 @@ FashionMNIST/20250817-125216_FashionMNIST/plots/confusion_epoch_8.png filter=lfs
 FashionMNIST/20250817-125216_FashionMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 KMNIST/20250817-125921_KMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
 KMNIST/20250817-130529_KMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/best_confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
diff --git a/EMNIST/20250817-131321_EMNIST/README.md b/EMNIST/20250817-131321_EMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..bffd231176955492204fefaa739f60cf1207b766
--- /dev/null
+++ b/EMNIST/20250817-131321_EMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-131321
+
+**Dataset:** EMNIST
+
+**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/EMNIST/20250817-131321_EMNIST/config.json b/EMNIST/20250817-131321_EMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..77eabc1c3db820167292f0a3cb1b2ece566dfa4c
--- /dev/null
+++ b/EMNIST/20250817-131321_EMNIST/config.json
@@ -0,0 +1,40 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "EMNIST",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 20,
+  "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": "",
+  "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": 0.005,
+  "normalize": true,
+  "num_classes": 47,
+  "num_heads": 7,
+  "num_pentachoron_pairs": 5,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": false,
+  "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/EMNIST/20250817-131321_EMNIST/history.csv b/EMNIST/20250817-131321_EMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..919f1b61e50f7af2daa9a37c33de5b7b29c26de6
--- /dev/null
+++ b/EMNIST/20250817-131321_EMNIST/history.csv
@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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diff --git a/EMNIST/20250817-131321_EMNIST/history.json b/EMNIST/20250817-131321_EMNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..94ff4e913b6d46f2354cd8c73f982d2d15dff3ef
--- /dev/null
+++ b/EMNIST/20250817-131321_EMNIST/history.json
@@ -0,0 +1,200 @@
+{
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+}
\ No newline at end of file
diff --git a/EMNIST/20250817-131321_EMNIST/manifest.json b/EMNIST/20250817-131321_EMNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f652890449f2d96dbe6ad8b4ef5db2fedc505d8e
--- /dev/null
+++ b/EMNIST/20250817-131321_EMNIST/manifest.json
@@ -0,0 +1,80 @@
+{
+  "class_names": [
+    "emnist-0",
+    "emnist-1",
+    "emnist-2",
+    "emnist-3",
+    "emnist-4",
+    "emnist-5",
+    "emnist-6",
+    "emnist-7",
+    "emnist-8",
+    "emnist-9",
+    "emnist-A",
+    "emnist-B",
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+    "emnist-K",
+    "emnist-L",
+    "emnist-M",
+    "emnist-N",
+    "emnist-O",
+    "emnist-P",
+    "emnist-Q",
+    "emnist-R",
+    "emnist-S",
+    "emnist-T",
+    "emnist-U",
+    "emnist-V",
+    "emnist-W",
+    "emnist-X",
+    "emnist-Y",
+    "emnist-Z",
+    "emnist-a",
+    "emnist-b",
+    "emnist-d",
+    "emnist-e",
+    "emnist-f",
+    "emnist-g",
+    "emnist-h",
+    "emnist-n",
+    "emnist-q",
+    "emnist-r",
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+  ],
+  "dataset_name": "EMNIST",
+  "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": 46769
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 47,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 20,
+    "best_test_accuracy": 0.8888829787234043
+  },
+  "subdirectory": "EMNIST/20250817-131321_EMNIST",
+  "timestamp": "20250817-131321"
+}
\ No newline at end of file
diff --git a/EMNIST/20250817-131321_EMNIST/plots/accuracy.png b/EMNIST/20250817-131321_EMNIST/plots/accuracy.png
new file mode 100644
index 0000000000000000000000000000000000000000..d934f7d15ce9ee3d16704199470d6205ac3c69d3
Binary files /dev/null and b/EMNIST/20250817-131321_EMNIST/plots/accuracy.png differ
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