diff --git a/docs/docs/core-abilities/rag_context_enrichment.md b/docs/docs/core-abilities/rag_context_enrichment.md
index a6ba038f..ed8a1970 100644
--- a/docs/docs/core-abilities/rag_context_enrichment.md
+++ b/docs/docs/core-abilities/rag_context_enrichment.md
@@ -1,6 +1,6 @@
 # RAG Context Enrichment 💎
 
-`Supported Git Platforms: GitHub`
+`Supported Git Platforms: GitHub, Bitbucket Data Center`
 
 !!! info "Prerequisites"
     - RAG is available only for Qodo enterprise plan users, with single tenant or on-premises setup.
@@ -42,26 +42,25 @@ enable_rag=true
 
 ### Applications
 
-#### 1\. The `/review` Tool
+The following represents the complete list of tools with RAG capability:
 
-The [`/review`](https://qodo-merge-docs.qodo.ai/tools/review/) tool offers the _Focus area from RAG data_ which contains feedback based on the RAG references analysis.
-The complete list of references found relevant to the PR will be shown in the _References_ section, helping developers understand the broader context by exploring the provided references.
+=== "`/review`"
+    The [`/review`](https://qodo-merge-docs.qodo.ai/tools/review/) tool offers the _Focus area from RAG data_ which contains feedback based on the RAG references analysis.
+    The complete list of references found relevant to the PR will be shown in the _References_ section, helping developers understand the broader context by exploring the provided references.
 
-![References](https://codium.ai/images/pr_agent/rag_review.png){width=640}
+    ![RAGed review tool](https://codium.ai/images/pr_agent/rag_review.png){width=640}
 
-#### 2\. The `/implement` Tool
+=== "`/implement`"
+    The [`/implement`](https://qodo-merge-docs.qodo.ai/tools/implement/) tool utilizes the RAG feature to provide comprehensive context of the repository codebase, allowing it to generate more refined code output.
+    The _References_ section contains links to the content used to support the code generation.
 
-The [`/implement`](https://qodo-merge-docs.qodo.ai/tools/implement/) tool utilizes the RAG feature to provide comprehensive context of the repository codebase, allowing it to generate more refined code output.
-The _References_ section contains links to the content used to support the code generation.
+    ![RAGed implement tool](https://codium.ai/images/pr_agent/rag_implement.png){width=640}
 
-![References](https://codium.ai/images/pr_agent/rag_implement.png){width=640}
+=== "`/ask`"
+    The [`/ask`](https://qodo-merge-docs.qodo.ai/tools/ask/) tool can access broader repository context through the RAG feature when answering questions that go beyond the PR scope alone.
+    The _References_ section displays the additional repository content consulted to formulate the answer.
 
-#### 3\. The `/ask` Tool
-
-The [`/ask`](https://qodo-merge-docs.qodo.ai/tools/ask/) tool can access broader repository context through the RAG feature when answering questions that go beyond the PR scope alone.
-The _References_ section displays the additional repository content consulted to formulate the answer.
-
-![References](https://codium.ai/images/pr_agent/rag_ask.png){width=640}
+    ![RAGed ask tool](https://codium.ai/images/pr_agent/rag_ask.png){width=640}
 
 ## Limitations
 
diff --git a/docs/docs/tools/improve.md b/docs/docs/tools/improve.md
index 726f5462..c787f420 100644
--- a/docs/docs/tools/improve.md
+++ b/docs/docs/tools/improve.md
@@ -267,14 +267,35 @@ In such cases, we recommend prioritizing the suggestion's detailed description,
 
 > `💎 feature` Platforms supported: GitHub, GitLab
 
-If you set the following in your configuration file:
+Qodo Merge implements an orchestrator agent that enables interactive code discussions, listening and responding to comments without requiring explicit tool calls.
+The orchestrator intelligently analyzes your responses to determine if you want to implement a suggestion, ask a question, or request help, then delegates to the appropriate specialized tool.
+
+#### How it works
+
+Enable interactive code discussions by adding the following to your configuration file (default is `True`):
 
 ```toml
 [pr_code_suggestions]
 enable_chat_in_code_suggestions = true
 ```
 
-The Qodo Merge bot will automatically listen and respond to comments within code suggestion discussions that it has initiated, without requiring explicit tool calls.
+!!! info "Activating Dynamic Responses"
+    To obtain dynamic responses, the following steps are required:
+
+    1. Run the `/improve` command (mostly automatic)
+    2. Tick the `/improve` recommendation checkboxes (_Apply this suggestion_) to have Qodo Merge generate a new inline code suggestion discussion
+    3. The orchestrator agent will then automatically listen and reply to comments within the discussion without requiring additional commands
+
+#### Explore the available interaction patterns:
+
+=== "Asking for Details"
+    ![Chat on code suggestions ask](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_ask.png){width=512}
+
+=== "Implementing Suggestions"
+    ![Chat on code suggestions implement](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_implement.png){width=512}
+
+=== "Providing Additional Help"
+    ![Chat on code suggestions help](https://codium.ai/images/pr_agent/improve_chat_on_code_suggestions_help.png){width=512}
 
 
 ### Dual publishing mode
diff --git a/docs/docs/usage-guide/changing_a_model.md b/docs/docs/usage-guide/changing_a_model.md
index 76a67d29..a60076b5 100644
--- a/docs/docs/usage-guide/changing_a_model.md
+++ b/docs/docs/usage-guide/changing_a_model.md
@@ -172,8 +172,8 @@ To use [Google AI Studio](https://aistudio.google.com/) models, set the relevant
 
 ```toml
 [config] # in configuration.toml
-model="google_ai_studio/gemini-1.5-flash"
-fallback_models=["google_ai_studio/gemini-1.5-flash"]
+model="gemini/gemini-1.5-flash"
+fallback_models=["gemini/gemini-1.5-flash"]
 
 [google_ai_studio] # in .secrets.toml
 gemini_api_key = "..."
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 7b9c967b..cc1b02f1 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -149,6 +149,8 @@ markdown_extensions:
   - pymdownx.emoji:
       emoji_index: !!python/name:material.extensions.emoji.twemoji
       emoji_generator: !!python/name:material.extensions.emoji.to_svg
+  - pymdownx.tabbed:
+      alternate_style: true
   - toc:
       title: On this page
       toc_depth: 3
diff --git a/pr_agent/git_providers/git_provider.py b/pr_agent/git_providers/git_provider.py
index 127fa41e..2895bd55 100644
--- a/pr_agent/git_providers/git_provider.py
+++ b/pr_agent/git_providers/git_provider.py
@@ -133,7 +133,7 @@ class GitProvider(ABC):
     def reply_to_comment_from_comment_id(self, comment_id: int, body: str):
         pass
 
-    def get_pr_description(self, full: bool = True, split_changes_walkthrough=False) -> str or tuple:
+    def get_pr_description(self, full: bool = True, split_changes_walkthrough=False) -> str | tuple:
         from pr_agent.algo.utils import clip_tokens
         from pr_agent.config_loader import get_settings
         max_tokens_description = get_settings().get("CONFIG.MAX_DESCRIPTION_TOKENS", None)
@@ -285,7 +285,7 @@ class GitProvider(ABC):
 
     def get_comment_url(self, comment) -> str:
         return ""
-           
+
     def get_review_thread_comments(self, comment_id: int) -> list[dict]:
         pass