diff --git a/.gitea/workflows/run.yaml b/.gitea/workflows/run.yaml
index a64f7e1..0e6652b 100644
--- a/.gitea/workflows/run.yaml
+++ b/.gitea/workflows/run.yaml
@@ -7,22 +7,32 @@ jobs:
     runs-on: ubuntu-latest
     container: catthehacker/ubuntu:act-latest
     steps:
-      - run: echo "🎉 The job was automatically triggered by a ${{ gitea.event_name }} event."
-      - run: echo "🐧 This job is now running on a ${{ runner.os }} server hosted by Gitea!"
-      - run: echo "🔎 The name of your branch is ${{ gitea.ref }} and your repository is ${{ gitea.repository }}."
       - name: Check out repository code
         uses: actions/checkout@v4
-      - run: echo "💡 The ${{ gitea.repository }} repository has been cloned to the runner."
-      - run: echo "🖥️ The workflow is now ready to test your code on the runner."
+      
+      # Set up Python
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.10.12'
+          python-version: '3.11.7'
+      
+      # Cache pip dependencies
+      - name: Cache pip dependencies
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/pip
+          key: ${{ runner.os }}-pip-${{ hashFiles('requirements.txt') }}
+          restore-keys: |
+            ${{ runner.os }}-pip-
+
+      # Install dependencies
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -r requirements.txt
+          pip install -r requirements.txt          
+
+      # Run tests
       - name: Run tests
         run: |
           pytest tests/
-      - run: echo "🍏 This job's status is ${{ job.status }}."
+