diff --git a/.gitea/workflows/ai.yml b/.gitea/workflows/ai.yml
index 8ad95f0..87105cb 100644
--- a/.gitea/workflows/ai.yml
+++ b/.gitea/workflows/ai.yml
@@ -18,7 +18,7 @@ jobs:
     name: Lint & Test
     runs-on: self-hosted
     container:
-      image: mirror2.chabokan.net/python:3.11
+      image: mirror2.chabokan.net/ubuntu:22.04
       options: --add-host gitea:172.17.0.1
 
     steps:
@@ -27,7 +27,11 @@ jobs:
       - name: Setup Ubuntu apt mirrors
         run: |
           tee /etc/apt/sources.list > /dev/null <<'EOF'
-      
+          deb https://mirror-linux.runflare.com/ubuntu/ noble main restricted universe multiverse
+          deb https://mirror-linux.runflare.com/ubuntu/ noble-updates main restricted universe multiverse
+          deb https://mirror-linux.runflare.com/ubuntu/ noble-backports main restricted universe multiverse
+          deb https://mirror-linux.runflare.com/ubuntu/ noble-security main restricted universe multiverse
+
           deb [trusted=yes] https://mirror2.chabokan.net/ubuntu focal main universe
           deb [trusted=yes] https://mirror2.chabokan.net/ubuntu focal-updates main universe
           deb [trusted=yes] https://mirror2.chabokan.net/ubuntu focal-security main universe
@@ -81,6 +85,9 @@ jobs:
       - name: Install system dependencies
         run: |
           apt-get install -y \
+            python3 \
+            python3-pip \
+            python3-venv \
             pkg-config \
             build-essential \
             default-libmysqlclient-dev
diff --git a/requirements.txt b/requirements.txt
index 71b41fe..0d3ee33 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,16 +1,16 @@
-Django>=5.0,<6
-djangorestframework>=3.14,<4
-djangorestframework-simplejwt>=5.3,<6
-django-cors-headers>=4.3,<5
-mysqlclient>=2.2,<3
-gunicorn>=22,<25
-drf-spectacular>=0.27,<1
-drf-spectacular-sidecar>=2024.7.1
-python-dotenv>=1.0,<2
-celery[redis]>=5.4,<6
-redis>=5.0,<6
-requests>=2.31,<3
-openai>=1.0,<2
-chromadb>=0.4,<0.5
-qdrant-client>=1.7,<2
-pyyaml>=6.0
+Django>=5.0,<5.2
+djangorestframework>=3.14,<3.16
+djangorestframework-simplejwt>=5.3,<5.4
+django-cors-headers>=4.3,<4.5
+mysqlclient>=2.2,<2.3
+gunicorn>=22,<23
+drf-spectacular>=0.27,<0.28
+drf-spectacular-sidecar>=2024.7.1,<2025
+python-dotenv>=1.0,<1.1
+celery[redis]>=5.3,<5.4
+redis>=5.0,<5.1
+requests>=2.31,<2.32
+openai>=1.0,<1.40
+chromadb>=0.4.24,<0.5
+qdrant-client>=1.7,<1.9
+pyyaml>=6.0,<7