diff --git a/.gitattributes b/.gitattributes
index 8c10145918c03a4be603bbfe223d8bed780e8801..15c9b7c8da45305b6f9b06156d6962dfcab7a53e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -338,3 +338,5 @@ breastmnist/20250817-143604_breastmnist/plots/best_confusion_epoch_18.png filter
 breastmnist/20250817-143604_breastmnist/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 breastmnist/20250817-143710_breastmnist/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
 breastmnist/20250817-143710_breastmnist/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/MNIST/20250817-144334_MNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+sweep/MNIST/20250817-144334_MNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
diff --git a/sweep/MNIST/20250817-144334_MNIST/README.md b/sweep/MNIST/20250817-144334_MNIST/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..93eee20be0bd01f4b55f4fda731e0e2b0b7f10e2
--- /dev/null
+++ b/sweep/MNIST/20250817-144334_MNIST/README.md
@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-144334
+
+**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/sweep/MNIST/20250817-144334_MNIST/config.json b/sweep/MNIST/20250817-144334_MNIST/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..28bad3e4fafd5ea7f4d468834cf2aeef915749f3
--- /dev/null
+++ b/sweep/MNIST/20250817-144334_MNIST/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": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "normalize": true,
+  "note": "",
+  "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": 0.7,
+  "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/MNIST/20250817-144334_MNIST/history.csv b/sweep/MNIST/20250817-144334_MNIST/history.csv
new file mode 100644
index 0000000000000000000000000000000000000000..912f02c0e44f1c14358861d5029612c861e4a10b
--- /dev/null
+++ b/sweep/MNIST/20250817-144334_MNIST/history.csv
@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.103893492380778,0.6125833333333334,0.5826,1.9263954665501912,1.501615854136149,0.4228146640141805,0.05949416322161754,2.471181225458781,0.5078004002571106
+2,3.2699721692403156,0.7925,0.7936,1.4898350381851195,1.211196774228414,0.2710180690765381,0.005864961487799883,2.973357782872518,0.5135120153427124
+3,2.8607605323791505,0.88105,0.979,1.1506125714619955,1.1580663213094076,0.25288690888086957,0.0033539703381558258,2.988592976633708,0.5158525705337524
+4,2.5657423137664797,0.9552166666666667,0.9825,0.892086604531606,1.128335967954,0.24432243831952413,0.0025290595224748053,3.007444142150879,0.5181639790534973
+5,2.359041706975301,0.9707166666666667,0.9884,0.7119159476280212,1.1069770886739094,0.23791685276826222,0.0019197740230088433,3.0203984683990477,0.5189028978347778
+6,2.2292722785949706,0.9783,0.9903,0.5988489739735922,1.09335870997111,0.23393636706670126,0.001535311132359008,3.0297468912760417,0.5194896459579468
+7,2.140906074523926,0.9823166666666666,0.991,0.5234365889072419,1.0832002922058106,0.23054534782568614,0.0010864669206862648,3.0361521254221597,0.5194792747497559
+8,2.090256425221761,0.9837,0.9924,0.4802226699193319,1.0772544301350913,0.22871468885739643,0.0008847821028282245,3.0397615886688234,0.5191865563392639
+9,2.0629433558146157,0.9837833333333333,0.9926,0.4571285227775574,1.0739467847188313,0.2276169265826543,0.0007383795192465187,3.0417726746877034,0.5191865563392639
+10,2.055205061086019,0.9841666666666666,0.9923,0.451275897248586,1.072476609992981,0.2271399253288905,0.0006721148591488599,3.04245395711263,0.5191490650177002
diff --git a/sweep/MNIST/20250817-144334_MNIST/history.json b/sweep/MNIST/20250817-144334_MNIST/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..6abeee916b523bfc1ef9025b0bc49ae5b72e337a
--- /dev/null
+++ b/sweep/MNIST/20250817-144334_MNIST/history.json
@@ -0,0 +1,110 @@
+{
+  "ce": [
+    1.9263954665501912,
+    1.4898350381851195,
+    1.1506125714619955,
+    0.892086604531606,
+    0.7119159476280212,
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+    0.4571285227775574,
+    0.451275897248586
+  ],
+  "diag": [
+    0.05949416322161754,
+    0.005864961487799883,
+    0.0033539703381558258,
+    0.0025290595224748053,
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+    0.001535311132359008,
+    0.0010864669206862648,
+    0.0008847821028282245,
+    0.0007383795192465187,
+    0.0006721148591488599
+  ],
+  "dual": [
+    1.501615854136149,
+    1.211196774228414,
+    1.1580663213094076,
+    1.128335967954,
+    1.1069770886739094,
+    1.09335870997111,
+    1.0832002922058106,
+    1.0772544301350913,
+    1.0739467847188313,
+    1.072476609992981
+  ],
+  "lambda": [
+    0.5078004002571106,
+    0.5135120153427124,
+    0.5158525705337524,
+    0.5181639790534973,
+    0.5189028978347778,
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+    0.5194792747497559,
+    0.5191865563392639,
+    0.5191865563392639,
+    0.5191490650177002
+  ],
+  "reg": [
+    2.471181225458781,
+    2.973357782872518,
+    2.988592976633708,
+    3.007444142150879,
+    3.0203984683990477,
+    3.0297468912760417,
+    3.0361521254221597,
+    3.0397615886688234,
+    3.0417726746877034,
+    3.04245395711263
+  ],
+  "rose": [
+    0.4228146640141805,
+    0.2710180690765381,
+    0.25288690888086957,
+    0.24432243831952413,
+    0.23791685276826222,
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+    0.23054534782568614,
+    0.22871468885739643,
+    0.2276169265826543,
+    0.2271399253288905
+  ],
+  "test_acc": [
+    0.5826,
+    0.7936,
+    0.979,
+    0.9825,
+    0.9884,
+    0.9903,
+    0.991,
+    0.9924,
+    0.9926,
+    0.9923
+  ],
+  "train_acc": [
+    0.6125833333333334,
+    0.7925,
+    0.88105,
+    0.9552166666666667,
+    0.9707166666666667,
+    0.9783,
+    0.9823166666666666,
+    0.9837,
+    0.9837833333333333,
+    0.9841666666666666
+  ],
+  "train_loss": [
+    4.103893492380778,
+    3.2699721692403156,
+    2.8607605323791505,
+    2.5657423137664797,
+    2.359041706975301,
+    2.2292722785949706,
+    2.140906074523926,
+    2.090256425221761,
+    2.0629433558146157,
+    2.055205061086019
+  ]
+}
\ No newline at end of file
diff --git a/sweep/MNIST/20250817-144334_MNIST/manifest.json b/sweep/MNIST/20250817-144334_MNIST/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f10044e2272e7a7ab6ee3568f836a9ce985f602
--- /dev/null
+++ b/sweep/MNIST/20250817-144334_MNIST/manifest.json
@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "digit-0",
+    "digit-1",
+    "digit-2",
+    "digit-3",
+    "digit-4",
+    "digit-5",
+    "digit-6",
+    "digit-7",
+    "digit-8",
+    "digit-9"
+  ],
+  "dataset_name": "MNIST",
+  "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": 16777
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 9,
+    "best_test_accuracy": 0.9926
+  },
+  "subdirectory": "sweep/MNIST/20250817-144334_MNIST",
+  "timestamp": "20250817-144334"
+}
\ No newline at end of file
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