diff --git a/.coderabbit.yaml b/.coderabbit.yaml
new file mode 100644
index 0000000..8d3da8e
--- /dev/null
+++ b/.coderabbit.yaml
@@ -0,0 +1,18 @@
+language: "en-US"
+early_access: true
+reviews:
+  high_level_summary: true
+  # This placeholder doesn't exist, so this effectively disables the summary in
+  # the description.
+  high_level_summary_placeholder: "@coderabbitai summary"
+  poem: false
+  path_instructions:
+    - path: '**/*.md'
+      instructions: Remember that markdown documentations must be updated with the lastest information.
+knowledge_base:
+  code_guidelines:
+    enabled: true
+    filePatterns:
+      - docs/developers_guide/dev_guidelines.md
+
+
diff --git a/m3/demo/Dockerfile b/Dockerfile
similarity index 86%
rename from m3/demo/Dockerfile
rename to Dockerfile
index f54183a..be3394d 100644
--- a/m3/demo/Dockerfile
+++ b/Dockerfile
@@ -18,6 +18,6 @@ RUN apt-get install -y python3-pip
 SHELL ["/bin/bash", "-c"] 
 RUN ln -s /usr/bin/python3 /usr/bin/python
 
-RUN git clone https://github.com/Project-MONAI/VLM --recursive
-WORKDIR /VLM
+RUN git clone https://github.com/Project-MONAI/VLM-Radiology-Agent-Framework --recursive
+WORKDIR /VLM-Radiology-Agent-Framework
 RUN make demo_m3
diff --git a/README.md b/README.md
index 167bb02..c803392 100644
--- a/README.md
+++ b/README.md
@@ -23,14 +23,6 @@ It focuses on addressing the unique challenges faced by general-purpose vision-l
 
 For details, see [here](m3/README.md).
 
-### Online Demo
-
-Please visit the [VILA-M3 Demo](https://vila-m3-demo.monai.ngc.nvidia.com/) to try out a preview version of the model.
-
-<p align="center">
-  <img src="m3/docs/images/gradio_app_ct.png" width="70%"/>
-</p>
-
 ## Local Demo
 
 ### Prerequisites
diff --git a/guidelines/AGENTS.md b/guidelines/AGENTS.md
new file mode 100644
index 0000000..6937bf7
--- /dev/null
+++ b/guidelines/AGENTS.md
@@ -0,0 +1,14 @@
+# Project Agents.md Guide
+
+## Project Structure
+
+`m3`: a python package for the vila-M3
+`tutorials`: a collection of notebooks for the vila-M3
+`plugin`: use vila-m3 in other projects
+`thirdparty`: thirdparty packages for the vila-M3
+
+## General Guidelines
+
+### Python
+
+Please provide docstrings for all functions and classes, preferabbly in the format of `"""docstring"""`.