diff --git a/.gitattributes b/.gitattributes
index 5f36922c26effd2e595bf1a96c86405e932d2380..fefbc7fcdce3a1f607a6aa68d8344db57fdfba14 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -229,3 +229,6 @@ OCTMNIST/20250817-141508_OCTMNIST/plots/best_confusion_epoch_10.png filter=lfs d
 OCTMNIST/20250817-141508_OCTMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
 OCTMNIST/20250817-141508_OCTMNIST/plots/best_confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
 OCTMNIST/20250817-141508_OCTMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+PneumoniaMNIST/20250817-141637_PneumoniaMNIST/plots/best_confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+PneumoniaMNIST/20250817-141637_PneumoniaMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+PneumoniaMNIST/20250817-141637_PneumoniaMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
diff --git a/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/README.md b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..99d5572ce193245e5635d850a9d96359c2d63f4a
--- /dev/null
+++ b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-141637
+
+**Dataset:** PneumoniaMNIST
+
+**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/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/config.json b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4de7f38f5c0b429b51c61970c2a1f3acc511eb3
--- /dev/null
+++ b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/config.json
@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 2048,
+  "channels": 24,
+  "dataset": "PneumoniaMNIST",
+  "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,
+  "note": "",
+  "num_classes": 2,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 1,
+  "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/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/history.csv b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..247b835664e99e0f3e04262655a9759b9fd40125
--- /dev/null
+++ b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/history.csv
@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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+{
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diff --git a/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/manifest.json b/PneumoniaMNIST/20250817-141637_PneumoniaMNIST/manifest.json
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@@ -0,0 +1,35 @@
+{
+  "class_names": [
+    "normal",
+    "pneumonia"
+  ],
+  "dataset_name": "PneumoniaMNIST",
+  "environment": {
+    "cpu_count": 12,
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+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
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+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
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+  },
+  "subdirectory": "PneumoniaMNIST/20250817-141637_PneumoniaMNIST",
+  "timestamp": "20250817-141637"
+}
\ No newline at end of file
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