diff --git a/.gitattributes b/.gitattributes
index 9a94047dac35ee0330c04efcba3e1293303e87b8..a2def3a3d6187ca820d4853dc4f5f2e35dc9b5a1 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -120,3 +120,15 @@ EMNIST/20250817-131321_EMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs me
 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
+QMNIST/20250817-132200_QMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/best_confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+QMNIST/20250817-132200_QMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
diff --git a/QMNIST/20250817-132200_QMNIST/README.md b/QMNIST/20250817-132200_QMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..77ac1daade5cc51c2e41cef5e18c2f30b80e40da
--- /dev/null
+++ b/QMNIST/20250817-132200_QMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-132200
+
+**Dataset:** QMNIST
+
+**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/QMNIST/20250817-132200_QMNIST/config.json b/QMNIST/20250817-132200_QMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b421609b7042e601bc137394d1bc1e622094ba5
--- /dev/null
+++ b/QMNIST/20250817-132200_QMNIST/config.json
@@ -0,0 +1,40 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "QMNIST",
+  "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": 0.01,
+  "normalize": true,
+  "num_classes": 10,
+  "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": 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/QMNIST/20250817-132200_QMNIST/history.csv b/QMNIST/20250817-132200_QMNIST/history.csv
new file mode 100644
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--- /dev/null
+++ b/QMNIST/20250817-132200_QMNIST/history.csv
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+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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diff --git a/QMNIST/20250817-132200_QMNIST/history.json b/QMNIST/20250817-132200_QMNIST/history.json
new file mode 100644
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+{
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diff --git a/QMNIST/20250817-132200_QMNIST/manifest.json b/QMNIST/20250817-132200_QMNIST/manifest.json
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@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "qmnist-0",
+    "qmnist-1",
+    "qmnist-2",
+    "qmnist-3",
+    "qmnist-4",
+    "qmnist-5",
+    "qmnist-6",
+    "qmnist-7",
+    "qmnist-8",
+    "qmnist-9"
+  ],
+  "dataset_name": "QMNIST",
+  "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"
+  },
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+    "diagnostic_head": {
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+    },
+    "encoder": {
+      "params": 429897
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+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 19,
+    "best_test_accuracy": 0.9914833333333334
+  },
+  "subdirectory": "QMNIST/20250817-132200_QMNIST",
+  "timestamp": "20250817-132200"
+}
\ No newline at end of file
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