diff --git a/.gitignore b/.gitignore
index ef37960b..e512e7ab 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,11 +15,7 @@ build
 # Docker Compose Environment File
 .env
 
-bin/air
-
-dev-dist
-
 dist
 
 # VSCode settings
-/.vscode
+.vscode
diff --git a/docs/development-windows.md b/docs/development-windows.md
deleted file mode 100644
index 097ed7a1..00000000
--- a/docs/development-windows.md
+++ /dev/null
@@ -1,90 +0,0 @@
-# Development in Windows
-
-Memos is built with a curated tech stack. It is optimized for developer experience and is very easy to start working on the code:
-
-1. It has no external dependency.
-2. It requires zero config.
-3. 1 command to start backend and 1 command to start frontend, both with live reload support.
-
-## Tech Stack
-
-| Frontend                                 | Backend                           |
-| ---------------------------------------- | --------------------------------- |
-| [React](https://react.dev/)              | [Go](https://go.dev/)             |
-| [Tailwind CSS](https://tailwindcss.com/) | [SQLite](https://www.sqlite.org/) |
-| [Vite](https://vitejs.dev/)              |                                   |
-| [pnpm](https://pnpm.io/)                 |                                   |
-
-## Prerequisites
-
-- [Go](https://golang.org/doc/install)
-- [Air](https://github.com/cosmtrek/air#installation) for backend live reload
-- [Node.js](https://nodejs.org/)
-- [pnpm](https://pnpm.io/installation)
-
-## Steps
-
-(Using PowerShell)
-
-1. pull source code
-
-   ```powershell
-   git clone https://github.com/usememos/memos
-   # or
-   gh repo clone usememos/memos
-   ```
-
-2. cd into the project root directory
-
-   ```powershell
-   cd memos
-   ```
-
-3. start backend using air (with live reload)
-
-   ```powershell
-   air -c .\scripts\.air-windows.toml
-   ```
-
-4. start frontend dev server
-
-   ```powershell
-   cd web; pnpm i; pnpm dev
-   ```
-
-Memos should now be running at [http://localhost:3001](http://localhost:3001) and changing either frontend or backend code would trigger live reload.
-
-## Building
-
-Frontend must be built before backend. The built frontend must be placed in the backend ./server/frontend/dist directory. Otherwise, you will get a "No frontend embedded" error.
-
-### Frontend
-
-```powershell
-Move-Item "./server/frontend/dist" "./server/frontend/dist.bak"
-cd web; pnpm i --frozen-lockfile; pnpm build; cd ..;
-Move-Item "./web/dist" "./server/" -Force
-```
-
-### Backend
-
-```powershell
-go build -o ./build/memos.exe ./bin/memos/main.go
-```
-
-## ❕ Notes
-
-- Start development servers easier by running the provided `start.ps1` script.
-  This will start both backend and frontend in detached PowerShell windows:
-
-  ```powershell
-  .\scripts\start.ps1
-  ```
-
-- Produce a local build easier using the provided `build.ps1` script to build both frontend and backend:
-
-  ```powershell
-  .\scripts\build.ps1
-  ```
-
-  This will produce a memos.exe file in the ./build directory.
diff --git a/docs/development.md b/docs/development.md
index 53511ab9..d267ed1c 100644
--- a/docs/development.md
+++ b/docs/development.md
@@ -9,7 +9,6 @@ Memos is built with a curated tech stack. It is optimized for developer experien
 ## Prerequisites
 
 - [Go](https://golang.org/doc/install)
-- [Air](https://github.com/cosmtrek/air#installation) for backend live reload
 - [Node.js](https://nodejs.org/)
 - [pnpm](https://pnpm.io/installation)
 
@@ -21,12 +20,14 @@ Memos is built with a curated tech stack. It is optimized for developer experien
    git clone https://github.com/usememos/memos
    ```
 
-2. Start backend server with [`air`](https://github.com/cosmtrek/air) (with live reload)
+2. Build and run backend server
 
    ```bash
-   air -c scripts/.air.toml
+   sh scripts/build.sh
    ```
 
+   Then you can run the server following building outputs.
+
 3. Install frontend dependencies and generate TypeScript code from protobuf
 
    ```
diff --git a/scripts/.air-windows.toml b/scripts/.air-windows.toml
deleted file mode 100644
index edf60cec..00000000
--- a/scripts/.air-windows.toml
+++ /dev/null
@@ -1,16 +0,0 @@
-root = "."
-tmp_dir = "build"
-
-[build]
-bin = "./build/memos.exe --mode dev"
-cmd = "go build -o ./build/memos.exe ./bin/memos/main.go"
-delay = 1000
-exclude_dir = ["web", "build"]
-include_ext = ["go", "mod", "sum"]
-exclude_file = []
-exclude_regex = []
-exclude_unchanged = true
-follow_symlink = false
-send_interrupt = true
-kill_delay = 2000
-stop_on_error = true
diff --git a/scripts/.air.toml b/scripts/.air.toml
deleted file mode 100644
index c0d50eb0..00000000
--- a/scripts/.air.toml
+++ /dev/null
@@ -1,16 +0,0 @@
-root = "."
-tmp_dir = "build"
-
-[build]
-bin = "./build/memos --mode dev"
-cmd = "go build -o ./build/memos ./bin/memos/main.go"
-delay = 1000
-exclude_dir = ["web", "build"]
-include_ext = ["go", "mod", "sum"]
-exclude_file = []
-exclude_regex = []
-exclude_unchanged = true
-follow_symlink = false
-send_interrupt = true
-kill_delay = 2000
-stop_on_error = true
diff --git a/scripts/build.sh b/scripts/build.sh
new file mode 100644
index 00000000..5340941a
--- /dev/null
+++ b/scripts/build.sh
@@ -0,0 +1,29 @@
+#!/bin/sh
+
+# Exit when any command fails
+set -e
+
+# Get the script directory and change to the project root
+cd "$(dirname "$0")/../"
+
+# Detect the operating system
+OS=$(uname -s)
+
+# Set output file name based on the OS
+if [[ "$OS" == *"CYGWIN"* || "$OS" == *"MINGW"* || "$OS" == *"MSYS"* ]]; then
+  OUTPUT="./build/memos.exe"
+else
+  OUTPUT="./build/memos"
+fi
+
+echo "Building for $OS..."
+
+# Build the executable
+go build -o "$OUTPUT" ./bin/memos/main.go
+
+# Output the success message
+echo "Build successful!"
+
+# Output the command to run
+echo "To run the application, execute the following command:"
+echo "$OUTPUT --mode dev"