diff --git a/.gitattributes b/.gitattributes
index 7e64b38812767f2fc9765b6022b3adc16647482d..e36e55dbb769fa1c233c06e54b8d9da61b31bf61 100644
--- a/.gitattributes
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diff --git a/MNIST/20251004-022842_MNIST/README.md b/MNIST/20251004-022842_MNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b7e6bbfb9ef4aa0917ec6218eab66f87da2bf777
--- /dev/null
+++ b/MNIST/20251004-022842_MNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20251004-022842
+
+**Dataset:** MNIST
+
+**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/MNIST/20251004-022842_MNIST/config.json b/MNIST/20251004-022842_MNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cc7592e95e8bd35dc820e696c0ddb2c50b22a65
--- /dev/null
+++ b/MNIST/20251004-022842_MNIST/config.json
@@ -0,0 +1,40 @@
+{
+  "augment": true,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "FashionMNIST",
+  "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-2",
+  "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": 1.0,
+  "lr": 0.001,
+  "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": true,
+  "temp": 0.5,
+  "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/MNIST/20251004-022842_MNIST/history.csv b/MNIST/20251004-022842_MNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5619aa8c058ad36f4c3f3379bced03a3c6c220e4
--- /dev/null
+++ b/MNIST/20251004-022842_MNIST/history.csv
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diff --git a/MNIST/20251004-022842_MNIST/history.json b/MNIST/20251004-022842_MNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..4aad2c85092bc9c322b08701929b587a51d3bd28
--- /dev/null
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