diff --git a/README.md b/README.md
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+# L6 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..f9665f3cae43bc2536606e4d46ad66c035d507c1
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:867991b0cd77fe7d15861c0112cdc9a251cf6d6e248dde625e06f80704bbbd5e
+size 23937536
diff --git a/model.yaml b/model.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8f910470c70a64b1ea5dfbada6e308dd12712c3a
--- /dev/null
+++ b/model.yaml
@@ -0,0 +1,17 @@
+!!python/object:aether.model.model.TransformerLensModelArguments
+implementation: transformer_lens
+model_name: default
+n_layers: 6
+model_seed: 0
+d_model: 256
+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": {
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+    "add_prefix_space": true,
+    "trim_offsets": true,
+    "use_regex": true
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+  "model": {
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+    "dropout": null,
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+    "end_of_word_suffix": "",
+    "fuse_unk": false,
+    "byte_fallback": false,
+    "ignore_merges": false,
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+}
\ 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,
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