diff --git a/README.md b/README.md
index 485b08b..f4c19cd 100644
--- a/README.md
+++ b/README.md
@@ -6,8 +6,11 @@
 Лендинг: https://www.hse.ru/ai-assistant-hack-python/
 
 ## Запуск
-
-Перед запуском необходимо загрузить модель. В данный момент мы её выгружаем, скинем ссылку ASAP. После этого поменяйте параметр `model_path` в `main.py` на абсолютный путь к модели.
+### Загрузка модели
+Замените `<your_path>` на путь, куда хотите сохранить модель. После скачивания поменяйте значение переменной `model_path` в `main.py` на путь, где сохранена скачанная модель.
+```bash
+app/utils/download_model.sh <your_path>
+```
 
 ### Docker 
 ```
diff --git a/app/utils/download_model.sh b/app/utils/download_model.sh
new file mode 100755
index 0000000..4ceee8f
--- /dev/null
+++ b/app/utils/download_model.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+if [ -z "$1" ]; then
+    echo "Usage: $0 <destination_path>"
+    exit 1
+fi
+
+destination_path=$1
+rsync -avzP --ignore-times --no-compress -e "ssh -i app/utils/transfer-key -p 60213" main@46.188.39.143:/home/main/downloads/qwen2.5-7b-instruct-hse-fine-tuned.tar.gz "$destination_path"
diff --git a/app/utils/transfer-key b/app/utils/transfer-key
new file mode 100644
index 0000000..8e3e6b0
--- /dev/null
+++ b/app/utils/transfer-key
@@ -0,0 +1,49 @@
+-----BEGIN OPENSSH PRIVATE KEY-----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+-----END OPENSSH PRIVATE KEY-----
diff --git a/notebooks/finetuning.ipynb b/notebooks/finetuning.ipynb
index a2140ac..9e1194c 100644
--- a/notebooks/finetuning.ipynb
+++ b/notebooks/finetuning.ipynb
@@ -524,7 +524,13 @@
    "cell_type": "code",
    "execution_count": 8,
    "id": "5e5f1095-e0c0-484f-bba4-de3480b50419",
-   "metadata": {},
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stderr",