diff --git a/README.md b/README.md
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+# dm128 Checkpoints
+
+This repository contains the final trained model and intermediate checkpoints.
+
+- The main directory contains the fully trained model (checkpoint 75000).
+- The `checkpoints` directory contains all intermediate checkpoints.
+
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diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..f5dd59377b01c081eaf2625f8b3f799f968187eb
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3379c12593211fd29445f482142d468a5004c22ba18bf1cf2fd44a58071a192c
+size 8822960
diff --git a/model.yaml b/model.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..72f1b2be76ee324ad578be3d93b8c03bd1050438
--- /dev/null
+++ b/model.yaml
@@ -0,0 +1,17 @@
+!!python/object:aether.model.model.TransformerLensModelArguments
+implementation: transformer_lens
+model_name: default
+n_layers: 2
+model_seed: 0
+d_model: 128
+n_ctx: 1024
+d_head: 32
+n_heads: 8
+act_fn: gelu
+d_vocab: 5000
+use_local_attn: false
+tokenizer_name: georgeyw/TinyStories-tokenizer-5k
+window_size: null
+attn_types: null
+attn_only: true
+positional_embedding_type: shortformer
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..773bd68cf0900427f8d69dd974724e3abb9a08a9
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,23 @@
+{
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..1835d4cace3c5a3dfa0cec1ccdec94663a21988e
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,24013 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 4999,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": true,
+      "special": true
+    }
+  ],
+  "normalizer": null,
+  "pre_tokenizer": {
+    "type": "ByteLevel",
+    "add_prefix_space": false,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "post_processor": {
+    "type": "ByteLevel",
+    "add_prefix_space": true,
+    "trim_offsets": false,
+    "use_regex": true
+  },
+  "decoder": {
+    "type": "ByteLevel",
+    "add_prefix_space": true,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "model": {
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+    "dropout": null,
+    "unk_token": null,
+    "continuing_subword_prefix": "",
+    "end_of_word_suffix": "",
+    "fuse_unk": false,
+    "byte_fallback": false,
+    "ignore_merges": false,
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+      [
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+      [
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+      [
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+        "4"
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
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+      [
+        "Ġmod",
+        "els"
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+      [
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+      [
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+        "ed"
+      ],
+      [
+        "Ġb",
+        "atter"
+      ],
+      [
+        "u",
+        "ate"
+      ],
+      [
+        "ĠSecret",
+        "ary"
+      ],
+      [
+        "Ġagre",
+        "ed"
+      ],
+      [
+        "Ġtr",
+        "uly"
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+      [
+        "yn",
+        "am"
+      ],
+      [
+        "ĠR",
+        "et"
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+      [
+        "Ġun",
+        "its"
+      ],
+      [
+        "ĠRes",
+        "earch"
+      ],
+      [
+        "h",
+        "and"
+      ],
+      [
+        "az",
+        "ine"
+      ],
+      [
+        "ĠM",
+        "ike"
+      ],
+      [
+        "Ġvar",
+        "iety"
+      ],
+      [
+        "ot",
+        "al"
+      ],
+      [
+        "Ġam",
+        "azing"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b637d44fbdb900780bad58549630ca94f59e5c08
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,23 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "4999": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 2048,
+  "pad_token": null,
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}
diff --git a/training.yaml b/training.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2ea028b69217c399a1bb4ef7f7127c3812714b73
--- /dev/null
+++ b/training.yaml
@@ -0,0 +1,394 @@
+!!python/object:aether.train.train.TrainingArguments
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