diff --git a/docs/backend/openai_api_completions.ipynb b/docs/backend/openai_api_completions.ipynb
index 0f88fd964b..8660da2f98 100644
--- a/docs/backend/openai_api_completions.ipynb
+++ b/docs/backend/openai_api_completions.ipynb
@@ -24,14 +24,7 @@
    "source": [
     "## Launch A Server\n",
     "\n",
-    "This code block is equivalent to executing \n",
-    "\n",
-    "```bash\n",
-    "python -m sglang.launch_server --model-path meta-llama/Meta-Llama-3.1-8B-Instruct \\\n",
-    "--port 30000 --host 0.0.0.0\n",
-    "```\n",
-    "\n",
-    "in your terminal and wait for the server to be ready."
+    "Launch the server in your terminal and wait for it to initialize."
    ]
   },
   {
diff --git a/docs/backend/openai_api_embeddings.ipynb b/docs/backend/openai_api_embeddings.ipynb
index 65b07c384d..67ce68bcf1 100644
--- a/docs/backend/openai_api_embeddings.ipynb
+++ b/docs/backend/openai_api_embeddings.ipynb
@@ -20,14 +20,7 @@
    "source": [
     "## Launch A Server\n",
     "\n",
-    "The following code is equivalent to running this in the shell:\n",
-    "\n",
-    "```bash\n",
-    "python -m sglang.launch_server --model-path Alibaba-NLP/gte-Qwen2-7B-instruct \\\n",
-    "    --port 30000 --host 0.0.0.0 --is-embedding\n",
-    "```\n",
-    "\n",
-    "Remember to add `--is-embedding` to the command."
+    "Launch the server in your terminal and wait for it to initialize. Remember to add `--is-embedding` to the command."
    ]
   },
   {
diff --git a/docs/backend/openai_api_vision.ipynb b/docs/backend/openai_api_vision.ipynb
index af17b44096..da8864c24c 100644
--- a/docs/backend/openai_api_vision.ipynb
+++ b/docs/backend/openai_api_vision.ipynb
@@ -22,13 +22,7 @@
    "source": [
     "## Launch A Server\n",
     "\n",
-    "This code block is equivalent to executing \n",
-    "\n",
-    "```bash\n",
-    "python3 -m sglang.launch_server --model-path meta-llama/Llama-3.2-11B-Vision-Instruct \\\n",
-    "  --port 30000 --chat-template llama_3_vision\n",
-    "```\n",
-    "in your terminal and wait for the server to be ready.\n",
+    "Launch the server in your terminal and wait for it to initialize.\n",
     "\n",
     "Remember to add `--chat-template llama_3_vision` to specify the vision chat template, otherwise the server only supports text.\n",
     "We need to specify `--chat-template` for vision language models because the chat template provided in Hugging Face tokenizer only supports text."
diff --git a/docs/references/contribution_guide.md b/docs/references/contribution_guide.md
new file mode 100644
index 0000000000..182a73683a
--- /dev/null
+++ b/docs/references/contribution_guide.md
@@ -0,0 +1,173 @@
+# Contribution Guide
+
+Welcome to **SGLang**! We appreciate your interest in contributing. This guide provides a concise overview of how to set up your environment, run tests, build documentation, and open a Pull Request (PR). Whether you’re fixing a small bug or developing a major feature, we encourage following these steps for a smooth contribution process.
+
+## 1. Setting Up & Building from Source
+
+### 1.1 Fork and Clone the Repository
+
+**Note**: SGLang does **not** accept PRs on the main repo. Please fork the repository under your GitHub account, then clone your fork locally.
+
+```bash
+git clone https://github.com/<your_user_name>/sglang.git
+cd sglang
+```
+
+### 1.2 Install Dependencies & Build
+
+Refer to [Install SGLang](https://sgl-project.github.io/start/install.html) documentation for more details on setting up the necessary dependencies.
+
+Install correct version of flashinfer according to your PyTorch and CUDA versions.
+```bash
+python -c "import torch; print('PyTorch Version:', torch.__version__); print('CUDA Version:', torch.version.cuda)"
+```
+
+Below is an example on PyTorch 2.4 with CUDA 12.4:
+```bash
+pip install --upgrade pip
+pip install -e "python[all]" --find-links https://flashinfer.ai/whl/cu124/torch2.4/flashinfer/
+
+# Install the lateset SGLang on your own fork repo
+cd sglang/python
+pip install .
+```
+
+## 2. Code Formatting with Pre-Commit
+
+We use [pre-commit](https://pre-commit.com/) to maintain consistent code style checks. Before pushing your changes, please run:
+
+```bash
+pip3 install pre-commit
+cd sglang
+pre-commit run --all-files
+```
+
+- **`pre-commit run --all-files`** manually runs all configured checks, applying fixes if possible. If it fails the first time, re-run it to ensure lint errors are fully resolved. Make sure your code passes all checks **before** creating a Pull Request.
+- **Do not commit** directly to the `main` branch. Always create a new branch (e.g., `feature/my-new-feature`), push your changes, and open a PR from that branch.
+
+## 3. Writing Documentation & Running Docs CI
+
+Most documentation files are located under the `docs/` folder. We prefer **Jupyter Notebooks** over Markdown so that all examples can be executed and validated by our docs CI pipeline.
+
+### 3.1 Docs Workflow
+
+Add or update your Jupyter notebooks in the appropriate subdirectories under `docs/`. If you add new files, remember to update `index.rst` (or relevant `.rst` files) accordingly.
+
+```bash
+# 1) Compile all Jupyter notebooks
+make compile
+
+# 2) Generate static HTML
+make html
+
+# 3) Preview documentation locally
+bash serve.sh
+# Open your browser at the displayed port to view the docs
+
+# 4) Clean notebook outputs
+pip install nbstripout
+find . -name '*.ipynb' -exec nbstripout {} \;
+# nbstripout removes notebook outputs so your PR stays clean
+
+# 5) Pre-commit checks and create a PR
+pre-commit run --all-files
+# After these checks pass, push your changes and open a PR on your branch
+```
+
+
+If you need to run and shut up a SGLang server or engine, following these examples:
+
+1. Launch and close Sever:
+
+```python
+#Launch Sever
+
+from sglang.utils import (
+    execute_shell_command,
+    wait_for_server,
+    terminate_process,
+    print_highlight,
+)
+
+server_process = execute_shell_command(
+    "python -m sglang.launch_server --model-path meta-llama/Meta-Llama-3.1-8B-Instruct --port 30000 --host 0.0.0.0"
+)
+
+wait_for_server("http://localhost:30000")
+
+# Terminate Sever
+
+terminate_process(server_process)
+```
+2. Launch Engine and close Engine
+
+```python
+# Launch Engine
+
+import sglang as sgl
+import asyncio
+
+llm = sgl.Engine(model_path="meta-llama/Meta-Llama-3.1-8B-Instruct")
+
+# Terminalte Engine
+llm.shutdown()
+```
+
+
+## 4. Running Unit Tests & Adding to CI
+
+SGLang uses Python’s built-in [unittest](https://docs.python.org/3/library/unittest.html) framework. You can run tests either individually or in suites.
+
+### 4.1 Test Backend Runtime
+
+```bash
+cd sglang/test/srt
+
+# Run a single file
+python3 test_srt_endpoint.py
+
+# Run a single test
+python3 -m unittest test_srt_endpoint.TestSRTEndpoint.test_simple_decode
+
+# Run a suite with multiple files
+python3 run_suite.py --suite minimal
+```
+
+### 4.2 Test Frontend Language
+
+```bash
+cd sglang/test/lang
+export OPENAI_API_KEY=sk-*****
+
+# Run a single file
+python3 test_openai_backend.py
+
+# Run a single test
+python3 -m unittest test_openai_backend.TestOpenAIBackend.test_few_shot_qa
+
+# Run a suite with multiple files
+python3 run_suite.py --suite minimal
+```
+
+### 4.3 Adding or Updating Tests in CI
+
+- Create new test files under `test/srt` or `test/lang` depending on the type of test.
+- Ensure they are referenced in the respective `run_suite.py` (e.g., `test/srt/run_suite.py` or `test/lang/run_suite.py`) so they’re picked up in CI.
+- In CI, all tests run automatically. You may modify the workflows in [`.github/workflows/`](https://github.com/sgl-project/sglang/tree/main/.github/workflows) to add custom test groups or extra checks.
+
+### 4.4 Writing Elegant Test Cases
+
+- Examine existing tests in [sglang/test](https://github.com/sgl-project/sglang/tree/main/test) for practical examples.
+- Keep each test function focused on a single scenario or piece of functionality.
+- Give tests descriptive names reflecting their purpose.
+- Use robust assertions (e.g., assert, unittest methods) to validate outcomes.
+- Clean up resources to avoid side effects and preserve test independence.
+
+
+## 5. Tips for Newcomers
+
+If you want to contribute but don’t have a specific idea in mind, pick issues labeled [“good first issue” or “help wanted”](https://github.com/sgl-project/sglang/issues?q=is%3Aissue+label%3A%22good+first+issue%22%2C%22help+wanted%22). These tasks typically have lower complexity and provide an excellent introduction to the codebase. Also check out this [code walk-through](https://github.com/zhaochenyang20/Awesome-ML-SYS-Tutorial/tree/main/sglang/code-walk-through) for a deeper look into SGLang’s workflow.
+
+If you have any questions or want to start a discussion, please feel free to ask in our [Slack channel](https://join.slack.com/t/sgl-fru7574/shared_invite/zt-2um0ad92q-LkU19KQTxCGzlCgRiOiQEw).
+
+Thank you for your interest in SGLang—**happy coding**!
diff --git a/docs/references/contributor_guide.md b/docs/references/contributor_guide.md
deleted file mode 100644
index 15be5a703a..0000000000
--- a/docs/references/contributor_guide.md
+++ /dev/null
@@ -1,22 +0,0 @@
-# Contributor Guide
-
-## Build SGLang
-
-See [Install SGLang, Method 2: From Source section](../start/install.md).
-
-## Format Your Code
-Use these commands to format your code and pass CI linting tests.
-
-```
-pip3 install pre-commit
-cd sglang
-pre-commit install
-pre-commit run --all-files
-```
-
-## Add Unit Tests
-Add unit tests under [sglang/test](https://github.com/sgl-project/sglang/tree/main/test). You can learn how to add and run tests from the README.md in that folder.
-
-## For Newcomers
-If you want to contribute or learn but don't have a concrete idea yet, you can pick a task labeled as "good first issue" or "help wanted" from the list below.
-[https://github.com/sgl-project/sglang/issues?q=is%3Aissue+label%3A%22good+first+issue%22%2C%22help+wanted%22](https://github.com/sgl-project/sglang/issues?q=is%3Aissue+label%3A%22good+first+issue%22%2C%22help+wanted%22)