diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml
index cf68ff9c..d5b31109 100644
--- a/.github/workflows/pytest.yml
+++ b/.github/workflows/pytest.yml
@@ -6,7 +6,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.11"]
+        python-version: ["3.12"]
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
@@ -23,7 +23,7 @@ jobs:
         run: |
           python -m pytest --cov=application --cov-report=xml
       - name: Upload coverage reports to Codecov
-        if: github.event_name == 'pull_request' && matrix.python-version == '3.11'
+        if: github.event_name == 'pull_request' && matrix.python-version == '3.12'
         uses: codecov/codecov-action@v5
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
diff --git a/application/Dockerfile b/application/Dockerfile
index d076bc41..d422db45 100644
--- a/application/Dockerfile
+++ b/application/Dockerfile
@@ -8,14 +8,14 @@ RUN apt-get update && \
     add-apt-repository ppa:deadsnakes/ppa && \
 # Install necessary packages and Python
     apt-get update && \
-    apt-get install -y --no-install-recommends gcc wget unzip libc6-dev python3.11 python3.11-distutils python3.11-venv && \
+    apt-get install -y --no-install-recommends gcc wget unzip libc6-dev python3.12 python3.12-venv && \
     rm -rf /var/lib/apt/lists/* 
 
 # Verify Python installation and setup symlink
-RUN if [ -f /usr/bin/python3.11 ]; then \
-        ln -s /usr/bin/python3.11 /usr/bin/python; \
+RUN if [ -f /usr/bin/python3.12 ]; then \
+        ln -s /usr/bin/python3.12 /usr/bin/python; \
     else \
-        echo "Python 3.11 not found"; exit 1; \
+        echo "Python 3.12 not found"; exit 1; \
     fi
 
 # Download and unzip the model
@@ -33,7 +33,7 @@ RUN apt-get remove --purge -y wget unzip && apt-get autoremove -y && rm -rf /var
 COPY requirements.txt .
 
 # Setup Python virtual environment
-RUN python3.11 -m venv /venv
+RUN python3.12 -m venv /venv
 
 # Activate virtual environment and install Python packages
 ENV PATH="/venv/bin:$PATH"
@@ -50,8 +50,8 @@ RUN apt-get update && \
     apt-get install -y software-properties-common && \
     add-apt-repository ppa:deadsnakes/ppa && \
 # Install Python
-    apt-get update && apt-get install -y --no-install-recommends python3.11 && \
-    ln -s /usr/bin/python3.11 /usr/bin/python && \
+    apt-get update && apt-get install -y --no-install-recommends python3.12 && \
+    ln -s /usr/bin/python3.12 /usr/bin/python && \
     rm -rf /var/lib/apt/lists/*
 
 # Set working directory
diff --git a/application/requirements.txt b/application/requirements.txt
index dfd1898e..f189a300 100644
--- a/application/requirements.txt
+++ b/application/requirements.txt
@@ -12,13 +12,13 @@ escodegen==1.0.11
 esprima==4.0.1
 esutils==1.0.1
 Flask==3.0.3
-faiss-cpu==1.8.0.post1
+faiss-cpu==1.9.0.post1
 flask-restx==1.3.0
 gTTS==2.3.2
 gunicorn==23.0.0
 html2text==2024.2.26
 javalang==0.13.0
-jinja2==3.1.4
+jinja2==3.1.5
 jiter==0.5.0
 jmespath==1.0.1
 joblib==1.4.2
@@ -42,7 +42,7 @@ mpmath==1.3.0
 multidict==6.1.0
 mypy-extensions==1.0.0
 networkx==3.3
-numpy==1.26.4
+numpy==2.2.1
 openai==1.57.0
 openapi-schema-validator==0.6.2
 openapi-spec-validator==0.6.0
@@ -86,4 +86,4 @@ urllib3==2.2.3
 vine==5.1.0
 wcwidth==0.2.13
 werkzeug==3.1.3
-yarl==1.11.1
\ No newline at end of file
+yarl==1.18.3
\ No newline at end of file