diff --git a/FILE_LAYOUT.json b/FILE_LAYOUT.json
new file mode 100644
index 0000000000000000000000000000000000000000..0120ee0bd70e5fbf1f31d5e6f20b9597d5369cdd
--- /dev/null
+++ b/FILE_LAYOUT.json
@@ -0,0 +1,12 @@
+{
+  "schema_version": 1,
+  "layout_id": "hf_bucketed_language_shards_v1",
+  "payload_prefix": "dynamicwam_wo_motion",
+  "native_language_shard_pattern": "lang/shards/shard_{index:06d}.{json,safetensors}",
+  "repository_language_shard_pattern": "lang/shards/bucket_{index_div_1000:03d}/shard_{index:06d}.{json,safetensors}",
+  "language_shard_bucket_size": 1000,
+  "language_shard_bucket_count": 41,
+  "materialization_tool": "tools/materialize_training_layout.py",
+  "materialized_view": "flat relative symlinks or hardlinks under lang/shards/",
+  "payload_bytes_changed": false
+}
diff --git a/README.md b/README.md
index 45f233ecf58db12384860fa27ed0cfcd30b61ee9..fd7d24f3498ba26136c0e3023a6fc4164890db47 100644
--- a/README.md
+++ b/README.md
@@ -23,11 +23,13 @@ This repository contains the packed training corpus for **DynamicWAM (w/o
 motion)**, the paper variant previously tracked internally as B0. The public
 name is now consistently **DynamicWAM (w/o motion)**.
 
-The corpus is a training-ready derivative of
+The corpus is a lossless packed derivative of
 [`H-EmbodVis/DOMINO`](https://github.com/H-EmbodVis/DOMINO), not a copy of the
 raw RGB dataset. It stores aligned video latents, action/state targets, history
-Flow RGB, language embeddings, frame indices, and metadata in the exact format
-consumed by the released training pipeline.
+Flow RGB, language embeddings, frame indices, and metadata. The Hub layout
+buckets the language shards to satisfy Hugging Face's per-directory file
+limit; a supplied materialization tool creates the flat compatibility view
+expected by the released training loader without duplicating payload bytes.
 
 ## Important naming distinction
 
@@ -70,10 +72,16 @@ dynamicwam_wo_motion/
 └── lang/
     ├── lang.json
     └── shards/
-        ├── shard_*.safetensors
-        └── shard_*.json
+        ├── bucket_000/
+        │   ├── shard_000000.safetensors
+        │   └── ...
+        └── bucket_040/
+            └── shard_040654.json
 DATASET_RELEASE.json
+FILE_LAYOUT.json
+PAYLOAD_MANIFEST.jsonl
 SHA256SUMS
+tools/materialize_training_layout.py
 ```
 
 This is a custom Safetensors-backed training format, so the Hugging Face
@@ -85,10 +93,17 @@ loader from the source repository.
 ```bash
 hf download KhalilGao/DynamicWAM-data \
   --repo-type dataset \
-  --include "dynamicwam_wo_motion/**" \
   --local-dir data/DynamicWAM-data
+
+python data/DynamicWAM-data/tools/materialize_training_layout.py \
+  data/DynamicWAM-data/dynamicwam_wo_motion
 ```
 
+The second command creates relative symlinks such as
+`lang/shards/shard_000000.safetensors ->
+bucket_000/shard_000000.safetensors`. It is idempotent. Use `--mode hardlink`
+when symlinks are unsuitable; neither mode duplicates the underlying payload.
+
 The matching checkpoint is
 [`KhalilGao/DynamicWAM/checkpoints/dynamicwam_wo_motion/model.pt`](https://huggingface.co/KhalilGao/DynamicWAM/blob/main/checkpoints/dynamicwam_wo_motion/model.pt).
 
@@ -102,8 +117,10 @@ The matching checkpoint is
 - The packaged action statistics have SHA-256
   `730a91e41b6a23c70cec49cd222835373ba9364680da5753f4408c5534319b04`,
   exactly matching the released DynamicWAM (w/o motion) checkpoint.
+- `PAYLOAD_MANIFEST.jsonl` maps every native logical path to its bucketed Hub
+  path and records byte size and source modification time.
 - `SHA256SUMS` is generated from the upload-time content hashes and covers the
-  complete payload under `dynamicwam_wo_motion/`.
+  complete bucketed payload under `dynamicwam_wo_motion/`.
 
 ## License
 
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003005.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003005.json
new file mode 100644
index 0000000000000000000000000000000000000000..e834aab1ab69c6e5b2dee178f372659266dbcc1b
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003005.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3005,
+  "token_count": 4075
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003006.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003006.json
new file mode 100644
index 0000000000000000000000000000000000000000..46dcca64ca25ef4b7775d4fd7a79525ab81679f2
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003006.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3006,
+  "token_count": 4162
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003007.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003007.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c28df988962972d6e9be4acbf62cec5171e5fa7
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003007.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3007,
+  "token_count": 4103
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003008.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003008.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2a8616da94f4aa100b1357733cccc02c3da8e54
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003008.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3008,
+  "token_count": 4091
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003010.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003010.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fe21b30aff7cab4f92cb219b73459e73b02ed78
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003010.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3010,
+  "token_count": 4106
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003012.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003012.json
new file mode 100644
index 0000000000000000000000000000000000000000..588754d8d990e76d91c48a56a72140306dc57517
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003012.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3012,
+  "token_count": 4168
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003013.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003013.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8e820c47f250b06ae67943ee675edaa4bcd5232
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003013.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3013,
+  "token_count": 4114
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003016.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003016.json
new file mode 100644
index 0000000000000000000000000000000000000000..83af37bebb9c1d7ebe18d31e19d07b32d9c75d7a
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003016.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3016,
+  "token_count": 4135
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003017.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003017.json
new file mode 100644
index 0000000000000000000000000000000000000000..000d147fc88ed2343450ba37a99361f3cde1acc6
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003017.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3017,
+  "token_count": 4160
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003018.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003018.json
new file mode 100644
index 0000000000000000000000000000000000000000..994ae2c2764a0a186ceafe923d8728234d0069bc
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003018.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3018,
+  "token_count": 4140
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003019.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003019.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ca8901373bf2c034b95539274b20055ec0cf917
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003019.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3019,
+  "token_count": 4125
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003021.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003021.json
new file mode 100644
index 0000000000000000000000000000000000000000..912b6f5f47867e74284048f91aa7b613eae3e773
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003021.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3021,
+  "token_count": 4119
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003022.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003022.json
new file mode 100644
index 0000000000000000000000000000000000000000..829a5a99120af8071c0bb808dd705114c6d67baa
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003022.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3022,
+  "token_count": 4138
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003023.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003023.json
new file mode 100644
index 0000000000000000000000000000000000000000..f34a7701ac8248140c4ed45f274870baa1cf4001
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003023.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3023,
+  "token_count": 4166
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003027.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003027.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c83fa0c370b961cbb51d93c43ca65c1d8ee3bb5
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003027.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3027,
+  "token_count": 4132
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003029.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003029.json
new file mode 100644
index 0000000000000000000000000000000000000000..f79f01a542b502115a617534dac548c329c6a352
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003029.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3029,
+  "token_count": 5061
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003031.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003031.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb559d1662e61ab85f2b586935fa429f041f2f13
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003031.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3031,
+  "token_count": 5119
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003033.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003033.json
new file mode 100644
index 0000000000000000000000000000000000000000..fda28c9fa783204021936f20f2fdcd6388d535f0
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003033.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3033,
+  "token_count": 5055
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003036.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003036.json
new file mode 100644
index 0000000000000000000000000000000000000000..1239488f85c05cb5082ddd343595e7c39f850833
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003036.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3036,
+  "token_count": 4964
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003037.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003037.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c7216cc9a87f113faf2990c90932823367c846c
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003037.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3037,
+  "token_count": 5070
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003039.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003039.json
new file mode 100644
index 0000000000000000000000000000000000000000..d172c2638efcab11d930dd73ed73ac520b9aac04
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003039.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3039,
+  "token_count": 4940
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003042.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003042.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4c4cdb47ddd118c8113e13e15ff5a3407944f03
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003042.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3042,
+  "token_count": 4971
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003045.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003045.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f633f4fd69396c30c83444108509569ab0c5d5b
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003045.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3045,
+  "token_count": 4982
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003047.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003047.json
new file mode 100644
index 0000000000000000000000000000000000000000..086da5360baccfe0623cea975606b828ee5d2c92
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003047.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3047,
+  "token_count": 4930
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003050.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003050.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c24766c16301743da06dc4b0c402353187533af
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003050.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3050,
+  "token_count": 5041
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003052.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003052.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6ed3c9b3aa781fbf570d39fa4071b5d48313197
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003052.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3052,
+  "token_count": 5003
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003056.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003056.json
new file mode 100644
index 0000000000000000000000000000000000000000..518d7128dfe116bdaa15f4f9585b678a01c75890
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003056.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3056,
+  "token_count": 4981
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003057.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003057.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a554bc7cab74abfbfe9d2153143d1fcfe0c4165
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003057.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3057,
+  "token_count": 5052
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003060.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003060.json
new file mode 100644
index 0000000000000000000000000000000000000000..29a5ee5c8bcbd9c4a936d58640ab4e554802c6f0
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003060.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3060,
+  "token_count": 4980
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003061.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003061.json
new file mode 100644
index 0000000000000000000000000000000000000000..29f8ba93db9bb9263fdd7daf59769aa1637f31a7
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003061.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3061,
+  "token_count": 5018
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003063.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003063.json
new file mode 100644
index 0000000000000000000000000000000000000000..87ff05b2f9fe104af209cc86c615cb17f9143a4e
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003063.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3063,
+  "token_count": 4963
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003066.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003066.json
new file mode 100644
index 0000000000000000000000000000000000000000..59abd40fe3193b385984f1ab55002b6cbf2167e3
--- /dev/null
+++ b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003066.json
@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3066,
+  "token_count": 4961
+}
diff --git a/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003068.json b/dynamicwam_wo_motion/lang/shards/bucket_003/shard_003068.json
new file mode 100644
index 0000000000000000000000000000000000000000..f51175116543272dff557bfe3d640529cd6ac8fd
--- /dev/null
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