diff --git a/.github/scripts/comment_pr.py b/.github/scripts/comment_pr.py
index 040e926..5a2dfbe 100644
--- a/.github/scripts/comment_pr.py
+++ b/.github/scripts/comment_pr.py
@@ -98,18 +98,22 @@ def main():
     repo = os.environ.get("GITHUB_REPOSITORY")
     run_id = os.environ.get("GITHUB_RUN_ID")
     test_dir = "test-results"
-    image_dir = "generated-graphs"
 
     test_table, tests, failures = parse_test_results(test_dir)
-    image_gallery = generate_image_gallery(image_dir, repo, run_id)
     
     benchmark_report = ""
-    # Look for the benchmark report in the downloaded artifacts
-    for root, _, filenames in os.walk(test_dir):
-        if "filter_benchmark_report.md" in filenames:
-            with open(os.path.join(root, "filter_benchmark_report.md"), "r") as f:
-                benchmark_report = f.read()
-            break
+    # Read the benchmark report generated in the previous step of the workflow
+    if os.path.exists("filter_benchmark_report.md"):
+        with open("filter_benchmark_report.md", "r") as f:
+            report_content = f.read()
+            sha = os.environ.get("GITHUB_SHA")
+            if repo and sha:
+                # Make image paths absolute so they render in the PR comment
+                # Using raw.githubusercontent.com for reliable rendering
+                report_content = report_content.replace("](.github/images", f"](https://raw.githubusercontent.com/{repo}/{sha}/.github/images")
+            
+            # Wrap the report in a details block
+            benchmark_report = f"### Technical Benchmark Summary\n\n<details>\n<summary>📊 View Benchmark Details</summary>\n\n{report_content}\n\n</details>"
 
     status_emoji = "🚀" if failures == 0 else "❌"
 
@@ -120,8 +124,6 @@ def main():
 
 {benchmark_report}
 
-{image_gallery}
-
 [View Full Artifacts](https://github.com/{repo}/actions/runs/{run_id})"""
 
     with open("pr_comment_body.md", "w") as f:
diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml
index 915971a..c41425f 100644
--- a/.github/workflows/python-app.yml
+++ b/.github/workflows/python-app.yml
@@ -69,65 +69,6 @@ jobs:
           coverage.xml
       if: always()
 
-  assets:
-    needs: tests
-    runs-on: ubuntu-latest
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-    permissions:
-      contents: write
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-        token: ${{ secrets.TOKEN_GH || github.token }}
-    
-    - name: Set up Python 3.13
-      uses: actions/setup-python@v5
-      with:
-        python-version: "3.13"
-        cache: 'pip'
-        
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install -r requirements.txt
-        pip install -e .
-        
-    - name: Regenerate all assets
-      run: |
-        python generate_graphs.py
-        python scripts/benchmark_filters.py
-        
-    - name: Commit and Push changes
-      run: |
-        git config --global user.name "github-actions[bot]"
-        git config --global user.email "github-actions[bot]@users.noreply.github.com"
-        
-        # Check for changes in assets
-        git add .github/images/ filter_benchmark_report.md
-        
-        if git diff --staged --quiet; then
-          echo "No changes in assets detected."
-        else
-          echo "Changes detected, pushing updates..."
-          
-          if [ "${{ github.event_name }}" == "pull_request" ]; then
-            # Standard commit for PRs (no amend to avoid rebase hell)
-            git commit -m "chore: update assets for PR [skip ci]"
-            git push origin HEAD:${{ github.head_ref }}
-          else
-            # Clean amend for main branch
-            # Append [skip ci] to the original message to prevent loops
-            orig_msg=$(git log -1 --pretty=%B)
-            if [[ "$orig_msg" != *"[skip ci]"* ]]; then
-              git commit --amend -m "$orig_msg [skip ci]"
-            else
-              git commit --amend --no-edit
-            fi
-            git push origin ${{ github.ref_name }} --force
-          fi
-        fi
-
   sonar:
     needs: tests
     runs-on: ubuntu-latest
@@ -156,6 +97,21 @@ jobs:
       issues: write
     steps:
     - uses: actions/checkout@v4
+    
+    - name: Set up Python 3.13
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.13"
+        
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -r requirements.txt
+        pip install -e .
+        
+    - name: Run technical benchmark
+      run: python scripts/benchmark_filters.py
+      
     - name: Download Test Results
       uses: actions/download-artifact@v4
       with:
diff --git a/pyproject.toml b/pyproject.toml
index 517249c..efec6e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "PyOctaveBand"
-version = "1.1.1"
+version = "1.1.2"
 authors = [
   { name="Jose Manuel Requena Plens", email="jmrplens@gmail.com" },
 ]
diff --git a/src/pyoctaveband/__init__.py b/src/pyoctaveband/__init__.py
index 77860b8..184d9be 100644
--- a/src/pyoctaveband/__init__.py
+++ b/src/pyoctaveband/__init__.py
@@ -19,7 +19,7 @@
 # Use non-interactive backend for plots
 matplotlib.use("Agg")
 
-__version__ = "1.1.0"
+__version__ = "1.1.2"
 
 # Public methods
 __all__ = [