diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md
index 30b76a0fb..3dab48f92 100644
--- a/RELEASE_NOTES.md
+++ b/RELEASE_NOTES.md
@@ -1,3 +1,21 @@
+## [Version 0.11] - 2023-12-07
+- codiumai/pr-agent:0.11
+- codiumai/pr-agent:0.11-github_app
+- codiumai/pr-agent:0.11-bitbucket-app
+- codiumai/pr-agent:0.11-gitlab_webhook
+- codiumai/pr-agent:0.11-github_polling
+- codiumai/pr-agent:0.11-github_action
+
+### Added::Algo
+- New section in `/describe` tool - [PR changes walkthrough](https://github.com/Codium-ai/pr-agent/pull/509)
+- Improving PR Agent [prompts](https://github.com/Codium-ai/pr-agent/pull/501)
+- Persistent tools (`/review`, `/describe`) now send an [update message](https://github.com/Codium-ai/pr-agent/pull/499) after finishing
+- Add Amazon Bedrock [support](https://github.com/Codium-ai/pr-agent/pull/483)
+
+### Fixed
+- Update [dependencies](https://github.com/Codium-ai/pr-agent/pull/503) in requirements.txt for Python 3.12
+
+
 ## [Version 0.10] - 2023-11-15
 - codiumai/pr-agent:0.10
 - codiumai/pr-agent:0.10-github_app
diff --git a/docs/DESCRIBE.md b/docs/DESCRIBE.md
index 696014d54..777e13a91 100644
--- a/docs/DESCRIBE.md
+++ b/docs/DESCRIBE.md
@@ -1,6 +1,6 @@
 # Describe Tool
 
-The `describe` tool scans the PR code changes, and automatically generates PR description - title, type, summary, code walkthrough and labels.
+The `describe` tool scans the PR code changes, and automatically generates PR description - title, type, summary, walkthrough and labels.
 It can be invoked manually by commenting on any PR:
 ```
 /describe
@@ -26,9 +26,14 @@ Under the section 'pr_description', the [configuration file](./../pr_agent/setti
 - `keep_original_user_title`: if set to true, the tool will keep the original PR title, and won't change it. Default is false.
 
 - `extra_instructions`: Optional extra instructions to the tool. For example: "focus on the changes in the file X. Ignore change in ...".
+
 - To enable `custom labels`, apply the configuration changes described [here](./GENERATE_CUSTOM_LABELS.md#configuration-changes)
+
 - `enable_pr_type`: if set to false, it will not show the `PR type` as a text value in the description content. Default is true.
+
 - `final_update_message`: if set to true, it will add a comment message [`PR Description updated to latest commit...`](https://github.com/Codium-ai/pr-agent/pull/499#issuecomment-1837412176) after finishing calling `/describe`. Default is true.
+
+- `enable_semantic_files_types`: if set to true, "PR changes walkthrough" section will be generated. Default is true.
   
 ### Markers template
 
diff --git a/pr_agent/tools/pr_description.py b/pr_agent/tools/pr_description.py
index 88baaac57..64acaab3a 100644
--- a/pr_agent/tools/pr_description.py
+++ b/pr_agent/tools/pr_description.py
@@ -269,7 +269,7 @@ def _prepare_pr_answer(self) -> Tuple[str, str]:
         for idx, (key, value) in enumerate(self.data.items()):
             if key == 'pr_files':
                 value = self.file_label_dict
-                key_publish = "PR changes summary"
+                key_publish = "PR changes walkthrough"
             else:
                 key_publish = key.rstrip(':').replace("_", " ").capitalize()
             pr_body += f"## {key_publish}\n"
@@ -317,58 +317,66 @@ def process_pr_files_prediction(self, pr_body, value):
             return pr_body
 
         try:
-            pr_body += """\n| | Relevant Files """
-            pr_body += "  " * 70
-            pr_body += """|\n|-----------|-------------|\n"""
+            pr_body += "<table>"
+            header = f"Relevant files"
+            delta = 65
+            header += "&nbsp; " * delta
+            pr_body += f"""<thead><tr><th></th><th>{header}</th></tr></thead>"""
+            pr_body += """<tbody>"""
             for semantic_label in value.keys():
                 s_label = semantic_label.strip("'").strip('"')
-                if self.git_provider.is_supported("gfm_markdown"):
-                    # pr_body += f"<details> <summary>{semantic_label['label']}</summary>\n\n"
-                    pr_body += f"| **{s_label}** | <details><summary>files:</summary><ul>"
-
+                pr_body += f"""<tr><td><strong>{s_label.capitalize()}</strong></td>"""
                 list_tuples = value[semantic_label]
+                pr_body += f"""<td><details><summary>{len(list_tuples)} files</summary><table>"""
                 for filename, file_change_description in list_tuples:
                     filename = filename.replace("'", "`")
                     filename_publish = filename.split("/")[-1]
-                    filename_publish = f"**{filename_publish}**"
+                    filename_publish = f"{filename_publish}"
+                    if len(filename_publish) < (delta - 5):
+                        filename_publish += "&nbsp; " * ((delta - 5) - len(filename_publish))
                     diff_plus_minus = ""
                     diff_files = self.git_provider.diff_files
                     for f in diff_files:
                         if f.filename.lower() == filename.lower():
                             num_plus_lines = f.num_plus_lines
                             num_minus_lines = f.num_minus_lines
-                            diff_plus_minus += f" ( +{num_plus_lines}/-{num_minus_lines} )"
+                            diff_plus_minus += f"+{num_plus_lines}/-{num_minus_lines}"
                             break
 
                     # try to add line numbers link to code suggestions
+                    link = ""
                     if hasattr(self.git_provider, 'get_line_link'):
                         filename = filename.strip()
                         link = self.git_provider.get_line_link(filename, relevant_line_start=-1)
-                        if link:
-                            diff_plus_minus = f"[{diff_plus_minus}]({link})"
-                            diff_plus_minus = f" <sup>{diff_plus_minus}</sup>"
-
-                    if diff_plus_minus:
-                        filename_publish += diff_plus_minus
-                    if self.git_provider.is_supported("gfm_markdown"):
-                        pr_body += f"<details><summary>{filename_publish}</summary>"
-                        file_change_description = self._insert_br_after_x_chars(file_change_description)
-                        if diff_plus_minus:
-                            pr_body += f"<ul>Changes summary:<br>**{file_change_description}**</ul></details>"
-                        else:
-                            pr_body += f"<ul>Changes summary:<br>**{file_change_description}**</ul></details>"
-                if self.git_provider.is_supported("gfm_markdown"):
-                    pr_body += "</ul></details>|\n"
+
+                    file_change_description = self._insert_br_after_x_chars(file_change_description, x=(delta - 5))
+                    pr_body += f"""
+<tr>
+  <td>
+    <details>
+      <summary><strong>{filename_publish}</strong></summary>
+      <ul>
+        {filename}<br><br>
+        <strong>{file_change_description}</strong>
+      </ul>
+    </details>
+  </td>
+  <td><a href="{link}"> {diff_plus_minus}</a></td>
+
+</tr>                    
+"""
+                pr_body += """</table></details></td></tr>"""
+            pr_body += """</tr></tbody></table>"""
+
         except Exception as e:
             get_logger().error(f"Error processing pr files to markdown {self.pr_id}: {e}")
             pass
         return pr_body
 
-    def _insert_br_after_x_chars(self, text):
+    def _insert_br_after_x_chars(self, text, x=70):
         """
         Insert <br> into a string after a word that increases its length above x characters.
         """
-        x = 70
         if len(text) < x:
             return text