diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1588307..ec5f53d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,7 +1,14 @@
+# 2024-01-11 - 0.2.1 - Structure Repo cleaning
+
+## Update 
+- [x] Disable CD support 
+- [x] Restruct the project, drop useless files
+
 # 2024-01-10 - 0.2.0 - True implementation of LLM
 
 ## Update 
-- [x] LLM implementation
+- [x] LLM implementation for correct prediction
+- [x] LLM implementation for grammar explanation
 
 
 # 2024-01-10 - 0.1.0 - First Public Release
diff --git a/README.md b/README.md
index ecc2c63..e23a075 100644
--- a/README.md
+++ b/README.md
@@ -15,4 +15,8 @@ Core features are :
 - Jalait is able to help you find words, fixing your pronunciation, and give you feedback on your speech
 - Jalait is able to develop a long term relationship with you, and adapt to your langauge needs
 
-**Any references to Jarvis is entirely accidental*
\ No newline at end of file
+**Any references to Jarvis is entirely accidental*
+
+## Access
+
+Please visit the [Jalait Project](https://jalait.streamlit.app/) website for more information.
\ No newline at end of file
diff --git a/api/__init__.py b/api/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/data/text-to-speech.txt b/data/text-to-speech.txt
deleted file mode 100644
index 972d449..0000000
--- a/data/text-to-speech.txt
+++ /dev/null
@@ -1 +0,0 @@
-hello, my name is jalait. I am your learning assistant.
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
deleted file mode 100644
index e69de29..0000000
diff --git a/docs/README.md b/docs/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/jalait/__init__.py b/jalait/__init__.py
index f4b5c06..a656cdb 100644
--- a/jalait/__init__.py
+++ b/jalait/__init__.py
@@ -1 +1 @@
-__VERSION__ = "0.2.0"
+__VERSION__ = "0.2.1"
diff --git a/notebooks/00-text-to-speech.ipynb b/jalait/notebooks/00-text-to-speech.ipynb
similarity index 100%
rename from notebooks/00-text-to-speech.ipynb
rename to jalait/notebooks/00-text-to-speech.ipynb
diff --git a/data/README.md b/jalait/notebooks/README.md
similarity index 100%
rename from data/README.md
rename to jalait/notebooks/README.md
diff --git a/notebooks/README.md b/notebooks/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/pyproject.toml b/pyproject.toml
index 0dc3206..2ac03f5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "the-jalait-project"
-version = "0.2.0"
+version = "0.2.1"
 description = "Just Another Learning AI Tool"
 authors = ["AlexGazagnes"]
 license = "GNU GPLv3"
diff --git a/requirements.txt b/requirements.txt
index 8895edf..8bc26ac 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,16 +1,3 @@
-pandas==2.1.4
-fastapi==0.108.0
-uvicorn==0.25.0
-sqlalchemy==2.0.25
-requests==2.31.0
 openai==1.6.1
 python-dotenv==1.0.0
-pyscopg2==66.0.2
-httpx==0.26.0
-pandarallel==1.6.5
-transformers==4.36.2
-pytest==7.4.4
-# tensorflow==2.0
-pytube==15.0.0
-youtube-transcript-api==0.6.2
 streamlit==1.29.0
\ No newline at end of file
diff --git a/ressources/README.md b/ressources/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/sandbox/README.md b/sandbox/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/tmp/README.md b/tmp/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/.github/workflows/cd.yaml b/utils/cd.yaml
similarity index 100%
rename from .github/workflows/cd.yaml
rename to utils/cd.yaml